{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 本周内容\n",
    "1. 新增变量\n",
    "   用str字符串方法处理文本数据\n",
    "2. 重塑\n",
    "   用drop split stack方法\n",
    "3. 聚合\n",
    "   merge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据框新增变量\n",
    "* 方法一：直接赋值\n",
    "* 方法二：assign函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 494 entries, 0 to 493\n",
      "Data columns (total 10 columns):\n",
      "排名              494 non-null int64\n",
      "企业名称            494 non-null object\n",
      "Company Name    494 non-null object\n",
      "估值（亿人民币）        494 non-null int64\n",
      "国家              494 non-null object\n",
      "城市              494 non-null object\n",
      "行业              494 non-null object\n",
      "掌门人/创始人         494 non-null object\n",
      "成立年份            494 non-null int64\n",
      "部分投资机构          494 non-null object\n",
      "dtypes: int64(3), object(7)\n",
      "memory usage: 38.7+ KB\n"
     ]
    }
   ],
   "source": [
    "# 读取文档\n",
    "df = pd.read_csv(\"20春_pandas_week02_hurun_unicorn.tsv\",encoding = \"utf8\",sep = \"\\t\")\n",
    "# 查看数据类型\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>排名</th>\n",
       "      <th>企业名称</th>\n",
       "      <th>Company Name</th>\n",
       "      <th>估值（亿人民币）</th>\n",
       "      <th>国家</th>\n",
       "      <th>城市</th>\n",
       "      <th>行业</th>\n",
       "      <th>掌门人/创始人</th>\n",
       "      <th>成立年份</th>\n",
       "      <th>部分投资机构</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>蚂蚁金服</td>\n",
       "      <td>Ant Financial</td>\n",
       "      <td>10000</td>\n",
       "      <td>中国</td>\n",
       "      <td>杭州</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>井贤栋</td>\n",
       "      <td>2014</td>\n",
       "      <td>春华资本、中投海外、红杉资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>Bytedance</td>\n",
       "      <td>5000</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>张一鸣</td>\n",
       "      <td>2012</td>\n",
       "      <td>红杉资本、海纳亚洲、纪源资本、启明创投</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>滴滴出行</td>\n",
       "      <td>Didi Chuxing</td>\n",
       "      <td>3600</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>程维</td>\n",
       "      <td>2012</td>\n",
       "      <td>腾讯、阿里巴巴、红杉资本、经纬中国、纪源资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Infor</td>\n",
       "      <td>Infor</td>\n",
       "      <td>3500</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>云计算</td>\n",
       "      <td>Jim Schaper</td>\n",
       "      <td>2002</td>\n",
       "      <td>Golden Gate Capital, Koch Equity Development</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>3400</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>消费品</td>\n",
       "      <td>Adam Bowen, James Monsees, Kevin Burns, Tim Da...</td>\n",
       "      <td>2015</td>\n",
       "      <td>M13, Timothy Davis, Evolution VC Partners, Tig...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Airbnb</td>\n",
       "      <td>2700</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Brian Chesky, Joe Gebbia, Nathan Blecharczyk</td>\n",
       "      <td>2008</td>\n",
       "      <td>Tiger Global Management, Founders Fund, Y Comb...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>陆金所</td>\n",
       "      <td>Lufax</td>\n",
       "      <td>2700</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>计葵生</td>\n",
       "      <td>2011</td>\n",
       "      <td>摩根士丹利、中银集团、国泰君安（香港）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>SpaceX</td>\n",
       "      <td>SpaceX</td>\n",
       "      <td>2500</td>\n",
       "      <td>美国</td>\n",
       "      <td>洛杉矶</td>\n",
       "      <td>航天</td>\n",
       "      <td>Elon Musk</td>\n",
       "      <td>2002</td>\n",
       "      <td>DFJ, Founders Fund, Google, Bank of America, B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>WeWork</td>\n",
       "      <td>WeWork</td>\n",
       "      <td>2100</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Adam Neumann, Miguel McKevley</td>\n",
       "      <td>2010</td>\n",
       "      <td>Softbank, Hony Capital, Glade Brook Capital, W...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Stripe</td>\n",
       "      <td>Stripe</td>\n",
       "      <td>1600</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>John Collison, Patrick Collison</td>\n",
       "      <td>2010</td>\n",
       "      <td>CapitalG, Thrive Capital, Y Combinator, Sequoi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>微众银行</td>\n",
       "      <td>WeBank</td>\n",
       "      <td>1500</td>\n",
       "      <td>中国</td>\n",
       "      <td>深圳</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>顾敏</td>\n",
       "      <td>2014</td>\n",
       "      <td>腾讯、华平投资、淡马锡</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>菜鸟网络</td>\n",
       "      <td>Cainiao</td>\n",
       "      <td>1300</td>\n",
       "      <td>中国</td>\n",
       "      <td>杭州</td>\n",
       "      <td>物流</td>\n",
       "      <td>童文红</td>\n",
       "      <td>2013</td>\n",
       "      <td>GIC、淡马锡、春华资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>京东数科</td>\n",
       "      <td>JD Digits</td>\n",
       "      <td>1300</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>陈生强</td>\n",
       "      <td>2013</td>\n",
       "      <td>红杉资本、嘉实投资、中国太平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>快手</td>\n",
       "      <td>Kuaishou</td>\n",
       "      <td>1200</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>宿华</td>\n",
       "      <td>2011</td>\n",
       "      <td>红杉资本、晨兴资本、百度、腾讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>大疆</td>\n",
       "      <td>DJI</td>\n",
       "      <td>1000</td>\n",
       "      <td>中国</td>\n",
       "      <td>深圳</td>\n",
       "      <td>机器人</td>\n",
       "      <td>汪滔</td>\n",
       "      <td>2006</td>\n",
       "      <td>Accel、红杉资本、麦星投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>Grab</td>\n",
       "      <td>Grab</td>\n",
       "      <td>1000</td>\n",
       "      <td>新加坡</td>\n",
       "      <td>新加坡</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Anthony Tan, Tan Hooi Ling</td>\n",
       "      <td>2012</td>\n",
       "      <td>Vertex Ventures, GGV Capital,Rheingau Founders...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>15</td>\n",
       "      <td>Hulu</td>\n",
       "      <td>Hulu</td>\n",
       "      <td>1000</td>\n",
       "      <td>美国</td>\n",
       "      <td>洛杉矶</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>Elizabeth Comstock, Jason Kilar</td>\n",
       "      <td>2007</td>\n",
       "      <td>Time Warner, Walt Disney, Providence Equity Pa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>15</td>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>1000</td>\n",
       "      <td>美国</td>\n",
       "      <td>帕洛阿尔托</td>\n",
       "      <td>大数据</td>\n",
       "      <td>Alexander Karp, Garry Tan, Joe Lonsdale, Natha...</td>\n",
       "      <td>2004</td>\n",
       "      <td>Founders Fund, Kortschak Investments</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>DoorDash</td>\n",
       "      <td>DoorDash</td>\n",
       "      <td>900</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>物流</td>\n",
       "      <td>Andy Fang, Evan Moore, Stanley Tang, Tony Xu</td>\n",
       "      <td>2013</td>\n",
       "      <td>Y Combinator, Sequoia Capital, Kleiner Perkins...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>比特大陆</td>\n",
       "      <td>Bitmain</td>\n",
       "      <td>800</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>区块链</td>\n",
       "      <td>詹克团，吴忌寒</td>\n",
       "      <td>2013</td>\n",
       "      <td>红杉资本、IDG、Crimson Ventures, 创新工场</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>京东物流</td>\n",
       "      <td>JD Logistics</td>\n",
       "      <td>800</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>物流</td>\n",
       "      <td>王振辉</td>\n",
       "      <td>2007</td>\n",
       "      <td>高瓴资本、红杉资本、腾讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>20</td>\n",
       "      <td>Samumed</td>\n",
       "      <td>Samumed</td>\n",
       "      <td>800</td>\n",
       "      <td>美国</td>\n",
       "      <td>圣地亚哥</td>\n",
       "      <td>生命科学</td>\n",
       "      <td>Osman Kibar</td>\n",
       "      <td>2008</td>\n",
       "      <td>Starling Group, Vickers Venture Partners</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>GO-JEK</td>\n",
       "      <td>GO-JEK</td>\n",
       "      <td>700</td>\n",
       "      <td>印度尼西亚</td>\n",
       "      <td>雅加达</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Kevin Aluwi, Michaelangelo Moran, Nadiem Makarim</td>\n",
       "      <td>2010</td>\n",
       "      <td>Openspace Ventures, Kohlberg Kravis Roberts, W...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>Paytm</td>\n",
       "      <td>Paytm</td>\n",
       "      <td>700</td>\n",
       "      <td>印度</td>\n",
       "      <td>诺伊达</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>Vijay Shekhar Sharma</td>\n",
       "      <td>2010</td>\n",
       "      <td>Alibaba Group, SoftBank, Berkshire Hathaway, S...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>贝壳找房</td>\n",
       "      <td>Beike</td>\n",
       "      <td>600</td>\n",
       "      <td>中国</td>\n",
       "      <td>天津</td>\n",
       "      <td>房地产科技</td>\n",
       "      <td>左晖</td>\n",
       "      <td>2018</td>\n",
       "      <td>腾讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>车好多</td>\n",
       "      <td>CARS</td>\n",
       "      <td>600</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>杨浩涌</td>\n",
       "      <td>2011</td>\n",
       "      <td>红杉资本、今日资本、IDG、经纬中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>25</td>\n",
       "      <td>Coupang</td>\n",
       "      <td>Coupang</td>\n",
       "      <td>600</td>\n",
       "      <td>韩国</td>\n",
       "      <td>首尔</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Bom Kim</td>\n",
       "      <td>2010</td>\n",
       "      <td>SoftBank Investment Advisers, Altos Ventures, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>25</td>\n",
       "      <td>平安医保科技</td>\n",
       "      <td>Ping An Healthcare Technology</td>\n",
       "      <td>600</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>健康科技</td>\n",
       "      <td>高菁</td>\n",
       "      <td>2016</td>\n",
       "      <td>IDG、思佰益、软银海外</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>25</td>\n",
       "      <td>Wish</td>\n",
       "      <td>Wish</td>\n",
       "      <td>600</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Danny Zhang, Peter Szulczewski</td>\n",
       "      <td>2010</td>\n",
       "      <td>Formation 8, GGV Capital, Founders Fund, DST G...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Coinbase</td>\n",
       "      <td>Coinbase</td>\n",
       "      <td>550</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>区块链</td>\n",
       "      <td>Brian Armstrong, Fred Ehrsam</td>\n",
       "      <td>2012</td>\n",
       "      <td>DFJ, Andreessen Horowitz, Tiger Global Managem...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>264</td>\n",
       "      <td>优刻得</td>\n",
       "      <td>UCloud</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>云计算</td>\n",
       "      <td>季昕华</td>\n",
       "      <td>2012</td>\n",
       "      <td>DCM、贝塔斯曼、君联资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>264</td>\n",
       "      <td>Udaan</td>\n",
       "      <td>Udaan</td>\n",
       "      <td>70</td>\n",
       "      <td>印度</td>\n",
       "      <td>班加罗尔</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Amod Malviya, Sujeet kumar, Vaibhav Gupta</td>\n",
       "      <td>2016</td>\n",
       "      <td>Lightspeed Venture Partners, DST Global</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>264</td>\n",
       "      <td>Udacity</td>\n",
       "      <td>Udacity</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>山景城</td>\n",
       "      <td>教育科技</td>\n",
       "      <td>David Stavens, Mike Sokolsky, Sebastian Thrun</td>\n",
       "      <td>2011</td>\n",
       "      <td>Bertelsmann, Andreessen Horowitz, CRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>264</td>\n",
       "      <td>云知声</td>\n",
       "      <td>Unisound</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>云计算</td>\n",
       "      <td>梁家恩</td>\n",
       "      <td>2012</td>\n",
       "      <td>启明创投、高通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>264</td>\n",
       "      <td>V领地</td>\n",
       "      <td>V Linker</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>房地产科技</td>\n",
       "      <td>周君强</td>\n",
       "      <td>2011</td>\n",
       "      <td>华平投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>264</td>\n",
       "      <td>View</td>\n",
       "      <td>View</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>苗必达</td>\n",
       "      <td>新能源</td>\n",
       "      <td>Paul Nguyen</td>\n",
       "      <td>2007</td>\n",
       "      <td>Softbank Investment Advisors, Blackrock, TIAA,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>264</td>\n",
       "      <td>Vlocity</td>\n",
       "      <td>Vlocity</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>云计算</td>\n",
       "      <td>Craig Ramsey, David Schmaier, James Ramsey, Ma...</td>\n",
       "      <td>2014</td>\n",
       "      <td>Salesforce Ventures, Sutter Hill Ventures</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>264</td>\n",
       "      <td>Vox Media</td>\n",
       "      <td>Vox Media</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>华盛顿</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>Jerome Armstrong, Joshua Topolsky, Markos Moul...</td>\n",
       "      <td>2003</td>\n",
       "      <td>NBC Universal, General Atlantic, Accel, Khosla...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>264</td>\n",
       "      <td>VTS</td>\n",
       "      <td>VTS</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>房地产科技</td>\n",
       "      <td>Brandon Weber, Donald DeSantis, Karl Baum, Nia...</td>\n",
       "      <td>2012</td>\n",
       "      <td>Bessemer Venture Partners, Thrive Capital, Ope...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>264</td>\n",
       "      <td>挖财</td>\n",
       "      <td>Wacai</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>杭州</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>李治国</td>\n",
       "      <td>2009</td>\n",
       "      <td>新天域资本、光信资本、IDG、启明创投</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>264</td>\n",
       "      <td>WalkMe</td>\n",
       "      <td>WalkMe</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>云计算</td>\n",
       "      <td>Dan Adika, Eyal Cohen, Rephael Sweary</td>\n",
       "      <td>2011</td>\n",
       "      <td>Gemini Israel Ventures, Scale Venture Partners...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>264</td>\n",
       "      <td>WeLab</td>\n",
       "      <td>WeLab</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>香港</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>龙沛智</td>\n",
       "      <td>2013</td>\n",
       "      <td>TOM集团、Khazanah、IFC、红杉资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>264</td>\n",
       "      <td>万能钥匙</td>\n",
       "      <td>WiFi Master key</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>软件与服务</td>\n",
       "      <td>陈大年</td>\n",
       "      <td>2013</td>\n",
       "      <td>海通开元、北极光创投</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>264</td>\n",
       "      <td>我买网</td>\n",
       "      <td>Womai</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>张东风</td>\n",
       "      <td>2009</td>\n",
       "      <td>IDG、赛富基金、百度</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>264</td>\n",
       "      <td>汇桔网</td>\n",
       "      <td>WTOIP</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>广州</td>\n",
       "      <td>软件与服务</td>\n",
       "      <td>谢旭辉</td>\n",
       "      <td>2013</td>\n",
       "      <td>粤民投、厚朴投资、胡润百富</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>264</td>\n",
       "      <td>Yanolja</td>\n",
       "      <td>Yanolja</td>\n",
       "      <td>70</td>\n",
       "      <td>韩国</td>\n",
       "      <td>首尔</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Lee Sujin</td>\n",
       "      <td>2005</td>\n",
       "      <td>Partners Investment, Sky Lake Investment, Book...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>264</td>\n",
       "      <td>要出发</td>\n",
       "      <td>Yaochufa</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>广州</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>丁根芳</td>\n",
       "      <td>2011</td>\n",
       "      <td>众信旅游、红杉资本、创新工场</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>264</td>\n",
       "      <td>越海全球</td>\n",
       "      <td>YH Global</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>深圳</td>\n",
       "      <td>物流</td>\n",
       "      <td>张泉</td>\n",
       "      <td>2012</td>\n",
       "      <td>涌铧投资、汇能金融、磐石资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>264</td>\n",
       "      <td>一点资讯</td>\n",
       "      <td>Yidianzixun</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>李亚</td>\n",
       "      <td>2012</td>\n",
       "      <td>凤凰、小米、IDG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>264</td>\n",
       "      <td>易久批</td>\n",
       "      <td>Yijiupi</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>王朝成</td>\n",
       "      <td>2014</td>\n",
       "      <td>美团点评、腾讯、贝塔斯曼</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>264</td>\n",
       "      <td>壹米滴答</td>\n",
       "      <td>Yimidida</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>物流</td>\n",
       "      <td>杨兴运</td>\n",
       "      <td>2015</td>\n",
       "      <td>博裕资本、厚朴投资、普洛斯、源码资本、鼎晖投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>264</td>\n",
       "      <td>洋码头</td>\n",
       "      <td>yMatou</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>曾碧波</td>\n",
       "      <td>2009</td>\n",
       "      <td>远镜创投、赛富基金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>264</td>\n",
       "      <td>有利网</td>\n",
       "      <td>Yooli</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>吴逸然</td>\n",
       "      <td>2012</td>\n",
       "      <td>高瓴资本、晨兴资本、软银中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>264</td>\n",
       "      <td>网易有道</td>\n",
       "      <td>Youdao</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>软件与服务</td>\n",
       "      <td>周枫</td>\n",
       "      <td>2007</td>\n",
       "      <td>君联资本、慕华投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>264</td>\n",
       "      <td>云鸟科技</td>\n",
       "      <td>Yunniao</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>物流</td>\n",
       "      <td>韩毅</td>\n",
       "      <td>2014</td>\n",
       "      <td>华平投资、红杉资本、经纬中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>264</td>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>David A. Steinberg, John Sculley</td>\n",
       "      <td>2007</td>\n",
       "      <td>GPI Capital, GSO Capital Partners</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>264</td>\n",
       "      <td>掌门1对1</td>\n",
       "      <td>Zhangmen</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>教育科技</td>\n",
       "      <td>张翼</td>\n",
       "      <td>2014</td>\n",
       "      <td>顺为资本、达晨创投、华平投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>264</td>\n",
       "      <td>转转</td>\n",
       "      <td>Zhuanzhuan</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>姚劲波</td>\n",
       "      <td>2015</td>\n",
       "      <td>腾讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>264</td>\n",
       "      <td>Zipline International</td>\n",
       "      <td>Zipline International</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>半月湾</td>\n",
       "      <td>物流</td>\n",
       "      <td>Keenan Wyrobek, Keller Rinaudo, Will Hetzler</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sequoia Capital, Visionnaire Ventures, Katalys...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>264</td>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>洛杉矶</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Ian Siegel, Joe Edmonds, Ward Poulos, Willis Redd</td>\n",
       "      <td>2010</td>\n",
       "      <td>IVP (Institutional Venture Partners)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>494 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      排名                   企业名称                   Company Name  估值（亿人民币）  \\\n",
       "0      1                   蚂蚁金服                  Ant Financial     10000   \n",
       "1      2                   字节跳动                      Bytedance      5000   \n",
       "2      3                   滴滴出行                   Didi Chuxing      3600   \n",
       "3      4                  Infor                          Infor      3500   \n",
       "4      5              JUUL Labs                      JUUL Labs      3400   \n",
       "5      6                    爱彼迎                         Airbnb      2700   \n",
       "6      6                    陆金所                          Lufax      2700   \n",
       "7      8                 SpaceX                         SpaceX      2500   \n",
       "8      9                 WeWork                         WeWork      2100   \n",
       "9     10                 Stripe                         Stripe      1600   \n",
       "10    11                   微众银行                         WeBank      1500   \n",
       "11    12                   菜鸟网络                        Cainiao      1300   \n",
       "12    12                   京东数科                      JD Digits      1300   \n",
       "13    14                     快手                       Kuaishou      1200   \n",
       "14    15                     大疆                            DJI      1000   \n",
       "15    15                   Grab                           Grab      1000   \n",
       "16    15                   Hulu                           Hulu      1000   \n",
       "17    15  Palantir Technologies          Palantir Technologies      1000   \n",
       "18    19               DoorDash                       DoorDash       900   \n",
       "19    20                   比特大陆                        Bitmain       800   \n",
       "20    20                   京东物流                   JD Logistics       800   \n",
       "21    20                Samumed                        Samumed       800   \n",
       "22    23                 GO-JEK                         GO-JEK       700   \n",
       "23    23                  Paytm                          Paytm       700   \n",
       "24    25                   贝壳找房                          Beike       600   \n",
       "25    25                    车好多                           CARS       600   \n",
       "26    25                Coupang                        Coupang       600   \n",
       "27    25                 平安医保科技  Ping An Healthcare Technology       600   \n",
       "28    25                   Wish                           Wish       600   \n",
       "29    30               Coinbase                       Coinbase       550   \n",
       "..   ...                    ...                            ...       ...   \n",
       "464  264                    优刻得                         UCloud        70   \n",
       "465  264                  Udaan                          Udaan        70   \n",
       "466  264                Udacity                        Udacity        70   \n",
       "467  264                    云知声                       Unisound        70   \n",
       "468  264                    V领地                       V Linker        70   \n",
       "469  264                   View                           View        70   \n",
       "470  264                Vlocity                        Vlocity        70   \n",
       "471  264              Vox Media                      Vox Media        70   \n",
       "472  264                    VTS                            VTS        70   \n",
       "473  264                     挖财                          Wacai        70   \n",
       "474  264                 WalkMe                         WalkMe        70   \n",
       "475  264                  WeLab                          WeLab        70   \n",
       "476  264                   万能钥匙                WiFi Master key        70   \n",
       "477  264                    我买网                          Womai        70   \n",
       "478  264                    汇桔网                          WTOIP        70   \n",
       "479  264                Yanolja                        Yanolja        70   \n",
       "480  264                    要出发                       Yaochufa        70   \n",
       "481  264                   越海全球                      YH Global        70   \n",
       "482  264                   一点资讯                    Yidianzixun        70   \n",
       "483  264                    易久批                        Yijiupi        70   \n",
       "484  264                   壹米滴答                       Yimidida        70   \n",
       "485  264                    洋码头                         yMatou        70   \n",
       "486  264                    有利网                          Yooli        70   \n",
       "487  264                   网易有道                         Youdao        70   \n",
       "488  264                   云鸟科技                        Yunniao        70   \n",
       "489  264            Zeta Global                    Zeta Global        70   \n",
       "490  264                  掌门1对1                       Zhangmen        70   \n",
       "491  264                     转转                     Zhuanzhuan        70   \n",
       "492  264  Zipline International          Zipline International        70   \n",
       "493  264           ZipRecruiter                   ZipRecruiter        70   \n",
       "\n",
       "        国家     城市     行业                                            掌门人/创始人  \\\n",
       "0       中国     杭州   金融科技                                                井贤栋   \n",
       "1       中国     北京  媒体和娱乐                                                张一鸣   \n",
       "2       中国     北京   共享经济                                                 程维   \n",
       "3       美国     纽约    云计算                                        Jim Schaper   \n",
       "4       美国    旧金山    消费品  Adam Bowen, James Monsees, Kevin Burns, Tim Da...   \n",
       "5       美国    旧金山   共享经济       Brian Chesky, Joe Gebbia, Nathan Blecharczyk   \n",
       "6       中国     上海   金融科技                                                计葵生   \n",
       "7       美国    洛杉矶     航天                                          Elon Musk   \n",
       "8       美国     纽约   共享经济                      Adam Neumann, Miguel McKevley   \n",
       "9       美国    旧金山   金融科技                    John Collison, Patrick Collison   \n",
       "10      中国     深圳   金融科技                                                 顾敏   \n",
       "11      中国     杭州     物流                                                童文红   \n",
       "12      中国     北京   金融科技                                                陈生强   \n",
       "13      中国     北京  媒体和娱乐                                                 宿华   \n",
       "14      中国     深圳    机器人                                                 汪滔   \n",
       "15     新加坡    新加坡   共享经济                         Anthony Tan, Tan Hooi Ling   \n",
       "16      美国    洛杉矶  媒体和娱乐                    Elizabeth Comstock, Jason Kilar   \n",
       "17      美国  帕洛阿尔托    大数据  Alexander Karp, Garry Tan, Joe Lonsdale, Natha...   \n",
       "18      美国    旧金山     物流       Andy Fang, Evan Moore, Stanley Tang, Tony Xu   \n",
       "19      中国     北京    区块链                                            詹克团，吴忌寒   \n",
       "20      中国     北京     物流                                                王振辉   \n",
       "21      美国   圣地亚哥   生命科学                                        Osman Kibar   \n",
       "22   印度尼西亚    雅加达   共享经济   Kevin Aluwi, Michaelangelo Moran, Nadiem Makarim   \n",
       "23      印度    诺伊达   金融科技                               Vijay Shekhar Sharma   \n",
       "24      中国     天津  房地产科技                                                 左晖   \n",
       "25      中国     北京   电子商务                                                杨浩涌   \n",
       "26      韩国     首尔   电子商务                                            Bom Kim   \n",
       "27      中国     上海   健康科技                                                 高菁   \n",
       "28      美国    旧金山   电子商务                     Danny Zhang, Peter Szulczewski   \n",
       "29      美国    旧金山    区块链                       Brian Armstrong, Fred Ehrsam   \n",
       "..     ...    ...    ...                                                ...   \n",
       "464     中国     上海    云计算                                                季昕华   \n",
       "465     印度   班加罗尔   电子商务          Amod Malviya, Sujeet kumar, Vaibhav Gupta   \n",
       "466     美国    山景城   教育科技      David Stavens, Mike Sokolsky, Sebastian Thrun   \n",
       "467     中国     北京    云计算                                                梁家恩   \n",
       "468     中国     上海  房地产科技                                                周君强   \n",
       "469     美国    苗必达    新能源                                        Paul Nguyen   \n",
       "470     美国    旧金山    云计算  Craig Ramsey, David Schmaier, James Ramsey, Ma...   \n",
       "471     美国    华盛顿  媒体和娱乐  Jerome Armstrong, Joshua Topolsky, Markos Moul...   \n",
       "472     美国     纽约  房地产科技  Brandon Weber, Donald DeSantis, Karl Baum, Nia...   \n",
       "473     中国     杭州   金融科技                                                李治国   \n",
       "474     美国    旧金山    云计算              Dan Adika, Eyal Cohen, Rephael Sweary   \n",
       "475     中国     香港   金融科技                                                龙沛智   \n",
       "476     中国     上海  软件与服务                                                陈大年   \n",
       "477     中国     北京   电子商务                                                张东风   \n",
       "478     中国     广州  软件与服务                                                谢旭辉   \n",
       "479     韩国     首尔   电子商务                                          Lee Sujin   \n",
       "480     中国     广州   电子商务                                                丁根芳   \n",
       "481     中国     深圳     物流                                                 张泉   \n",
       "482     中国     北京  媒体和娱乐                                                 李亚   \n",
       "483     中国     北京   电子商务                                                王朝成   \n",
       "484     中国     上海     物流                                                杨兴运   \n",
       "485     中国     上海   电子商务                                                曾碧波   \n",
       "486     中国     北京   金融科技                                                吴逸然   \n",
       "487     中国     北京  软件与服务                                                 周枫   \n",
       "488     中国     北京     物流                                                 韩毅   \n",
       "489     美国     纽约   人工智能                   David A. Steinberg, John Sculley   \n",
       "490     中国     上海   教育科技                                                 张翼   \n",
       "491     中国     北京   电子商务                                                姚劲波   \n",
       "492     美国    半月湾     物流       Keenan Wyrobek, Keller Rinaudo, Will Hetzler   \n",
       "493     美国    洛杉矶   电子商务  Ian Siegel, Joe Edmonds, Ward Poulos, Willis Redd   \n",
       "\n",
       "     成立年份                                             部分投资机构  \n",
       "0    2014                                     春华资本、中投海外、红杉资本  \n",
       "1    2012                                红杉资本、海纳亚洲、纪源资本、启明创投  \n",
       "2    2012                             腾讯、阿里巴巴、红杉资本、经纬中国、纪源资本  \n",
       "3    2002       Golden Gate Capital, Koch Equity Development  \n",
       "4    2015  M13, Timothy Davis, Evolution VC Partners, Tig...  \n",
       "5    2008  Tiger Global Management, Founders Fund, Y Comb...  \n",
       "6    2011                                摩根士丹利、中银集团、国泰君安（香港）  \n",
       "7    2002  DFJ, Founders Fund, Google, Bank of America, B...  \n",
       "8    2010  Softbank, Hony Capital, Glade Brook Capital, W...  \n",
       "9    2010  CapitalG, Thrive Capital, Y Combinator, Sequoi...  \n",
       "10   2014                                        腾讯、华平投资、淡马锡  \n",
       "11   2013                                       GIC、淡马锡、春华资本  \n",
       "12   2013                                     红杉资本、嘉实投资、中国太平  \n",
       "13   2011                                    红杉资本、晨兴资本、百度、腾讯  \n",
       "14   2006                                    Accel、红杉资本、麦星投资  \n",
       "15   2012  Vertex Ventures, GGV Capital,Rheingau Founders...  \n",
       "16   2007  Time Warner, Walt Disney, Providence Equity Pa...  \n",
       "17   2004               Founders Fund, Kortschak Investments  \n",
       "18   2013  Y Combinator, Sequoia Capital, Kleiner Perkins...  \n",
       "19   2013                    红杉资本、IDG、Crimson Ventures, 创新工场  \n",
       "20   2007                                       高瓴资本、红杉资本、腾讯  \n",
       "21   2008           Starling Group, Vickers Venture Partners  \n",
       "22   2010  Openspace Ventures, Kohlberg Kravis Roberts, W...  \n",
       "23   2010  Alibaba Group, SoftBank, Berkshire Hathaway, S...  \n",
       "24   2018                                                 腾讯  \n",
       "25   2011                                 红杉资本、今日资本、IDG、经纬中国  \n",
       "26   2010  SoftBank Investment Advisers, Altos Ventures, ...  \n",
       "27   2016                                       IDG、思佰益、软银海外  \n",
       "28   2010  Formation 8, GGV Capital, Founders Fund, DST G...  \n",
       "29   2012  DFJ, Andreessen Horowitz, Tiger Global Managem...  \n",
       "..    ...                                                ...  \n",
       "464  2012                                      DCM、贝塔斯曼、君联资本  \n",
       "465  2016            Lightspeed Venture Partners, DST Global  \n",
       "466  2011              Bertelsmann, Andreessen Horowitz, CRV  \n",
       "467  2012                                            启明创投、高通  \n",
       "468  2011                                               华平投资  \n",
       "469  2007  Softbank Investment Advisors, Blackrock, TIAA,...  \n",
       "470  2014          Salesforce Ventures, Sutter Hill Ventures  \n",
       "471  2003  NBC Universal, General Atlantic, Accel, Khosla...  \n",
       "472  2012  Bessemer Venture Partners, Thrive Capital, Ope...  \n",
       "473  2009                                新天域资本、光信资本、IDG、启明创投  \n",
       "474  2011  Gemini Israel Ventures, Scale Venture Partners...  \n",
       "475  2013                            TOM集团、Khazanah、IFC、红杉资本  \n",
       "476  2013                                         海通开元、北极光创投  \n",
       "477  2009                                        IDG、赛富基金、百度  \n",
       "478  2013                                      粤民投、厚朴投资、胡润百富  \n",
       "479  2005  Partners Investment, Sky Lake Investment, Book...  \n",
       "480  2011                                     众信旅游、红杉资本、创新工场  \n",
       "481  2012                                     涌铧投资、汇能金融、磐石资本  \n",
       "482  2012                                          凤凰、小米、IDG  \n",
       "483  2014                                       美团点评、腾讯、贝塔斯曼  \n",
       "484  2015                            博裕资本、厚朴投资、普洛斯、源码资本、鼎晖投资  \n",
       "485  2009                                          远镜创投、赛富基金  \n",
       "486  2012                                     高瓴资本、晨兴资本、软银中国  \n",
       "487  2007                                          君联资本、慕华投资  \n",
       "488  2014                                     华平投资、红杉资本、经纬中国  \n",
       "489  2007                  GPI Capital, GSO Capital Partners  \n",
       "490  2014                                     顺为资本、达晨创投、华平投资  \n",
       "491  2015                                                 腾讯  \n",
       "492  2014  Sequoia Capital, Visionnaire Ventures, Katalys...  \n",
       "493  2010               IVP (Institutional Venture Partners)  \n",
       "\n",
       "[494 rows x 10 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.core.strings.StringMethods at 0x1c8a54ffc88>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取“部分投资机构”这一列的str属性，使用各种字符串进行处理函数；处理过程中主要用到了split和contains方法\n",
    "df[\"部分投资机构\"].str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                     [春华资本, 中投海外, 红杉资本]\n",
       "1                               [红杉资本, 海纳亚洲, 纪源资本, 启明创投]\n",
       "2                           [腾讯, 阿里巴巴, 红杉资本, 经纬中国, 纪源资本]\n",
       "3         [Golden Gate Capital, Koch Equity Development]\n",
       "4      [M13, Timothy Davis, Evolution VC Partners, Ti...\n",
       "5      [Tiger Global Management, Founders Fund, Y Com...\n",
       "6                                [摩根士丹利, 中银集团, 国泰君安（香港）]\n",
       "7      [DFJ, Founders Fund, Google, Bank of America, ...\n",
       "8      [Softbank, Hony Capital, Glade Brook Capital, ...\n",
       "9      [CapitalG, Thrive Capital, Y Combinator, Sequo...\n",
       "10                                       [腾讯, 华平投资, 淡马锡]\n",
       "11                                      [GIC, 淡马锡, 春华资本]\n",
       "12                                    [红杉资本, 嘉实投资, 中国太平]\n",
       "13                                  [红杉资本, 晨兴资本, 百度, 腾讯]\n",
       "14                                   [Accel, 红杉资本, 麦星投资]\n",
       "15     [Vertex Ventures, GGV Capital,Rheingau Founder...\n",
       "16     [Time Warner, Walt Disney, Providence Equity P...\n",
       "17                [Founders Fund, Kortschak Investments]\n",
       "18     [Y Combinator, Sequoia Capital, Kleiner Perkin...\n",
       "19                   [红杉资本, IDG, Crimson Ventures, 创新工场]\n",
       "20                                      [高瓴资本, 红杉资本, 腾讯]\n",
       "21            [Starling Group, Vickers Venture Partners]\n",
       "22     [Openspace Ventures, Kohlberg Kravis Roberts, ...\n",
       "23     [Alibaba Group, SoftBank, Berkshire Hathaway, ...\n",
       "24                                                  [腾讯]\n",
       "25                               [红杉资本, 今日资本, IDG, 经纬中国]\n",
       "26     [SoftBank Investment Advisers, Altos Ventures,...\n",
       "27                                      [IDG, 思佰益, 软银海外]\n",
       "28     [Formation 8, GGV Capital, Founders Fund, DST ...\n",
       "29     [DFJ, Andreessen Horowitz, Tiger Global Manage...\n",
       "                             ...                        \n",
       "464                                    [DCM, 贝塔斯曼, 君联资本]\n",
       "465            [Lightspeed Venture Partners, DST Global]\n",
       "466              [Bertelsmann, Andreessen Horowitz, CRV]\n",
       "467                                           [启明创投, 高通]\n",
       "468                                               [华平投资]\n",
       "469    [Softbank Investment Advisors, Blackrock, TIAA...\n",
       "470          [Salesforce Ventures, Sutter Hill Ventures]\n",
       "471    [NBC Universal, General Atlantic, Accel, Khosl...\n",
       "472    [Bessemer Venture Partners, Thrive Capital, Op...\n",
       "473                             [新天域资本, 光信资本, IDG, 启明创投]\n",
       "474    [Gemini Israel Ventures, Scale Venture Partner...\n",
       "475                         [TOM集团, Khazanah, IFC, 红杉资本]\n",
       "476                                        [海通开元, 北极光创投]\n",
       "477                                      [IDG, 赛富基金, 百度]\n",
       "478                                    [粤民投, 厚朴投资, 胡润百富]\n",
       "479    [Partners Investment, Sky Lake Investment, Boo...\n",
       "480                                   [众信旅游, 红杉资本, 创新工场]\n",
       "481                                   [涌铧投资, 汇能金融, 磐石资本]\n",
       "482                                        [凤凰, 小米, IDG]\n",
       "483                                     [美团点评, 腾讯, 贝塔斯曼]\n",
       "484                        [博裕资本, 厚朴投资, 普洛斯, 源码资本, 鼎晖投资]\n",
       "485                                         [远镜创投, 赛富基金]\n",
       "486                                   [高瓴资本, 晨兴资本, 软银中国]\n",
       "487                                         [君联资本, 慕华投资]\n",
       "488                                   [华平投资, 红杉资本, 经纬中国]\n",
       "489                  [GPI Capital, GSO Capital Partners]\n",
       "490                                   [顺为资本, 达晨创投, 华平投资]\n",
       "491                                                 [腾讯]\n",
       "492    [Sequoia Capital, Visionnaire Ventures, Kataly...\n",
       "493               [IVP (Institutional Venture Partners)]\n",
       "Name: 部分投资机构, Length: 494, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 进行拆分\n",
    "df[\"部分投资机构\"].str.split(\"、\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>春华资本</td>\n",
       "      <td>中投海外</td>\n",
       "      <td>红杉资本</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>海纳亚洲</td>\n",
       "      <td>纪源资本</td>\n",
       "      <td>启明创投</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>腾讯</td>\n",
       "      <td>阿里巴巴</td>\n",
       "      <td>红杉资本</td>\n",
       "      <td>经纬中国</td>\n",
       "      <td>纪源资本</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Golden Gate Capital, Koch Equity Development</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M13, Timothy Davis, Evolution VC Partners, Tig...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Tiger Global Management, Founders Fund, Y Comb...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>摩根士丹利</td>\n",
       "      <td>中银集团</td>\n",
       "      <td>国泰君安（香港）</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>DFJ, Founders Fund, Google, Bank of America, B...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Softbank, Hony Capital, Glade Brook Capital, W...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CapitalG, Thrive Capital, Y Combinator, Sequoi...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>腾讯</td>\n",
       "      <td>华平投资</td>\n",
       "      <td>淡马锡</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>GIC</td>\n",
       "      <td>淡马锡</td>\n",
       "      <td>春华资本</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>嘉实投资</td>\n",
       "      <td>中国太平</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>晨兴资本</td>\n",
       "      <td>百度</td>\n",
       "      <td>腾讯</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Accel</td>\n",
       "      <td>红杉资本</td>\n",
       "      <td>麦星投资</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Vertex Ventures, GGV Capital,Rheingau Founders...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Time Warner, Walt Disney, Providence Equity Pa...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Founders Fund, Kortschak Investments</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Y Combinator, Sequoia Capital, Kleiner Perkins...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>IDG</td>\n",
       "      <td>Crimson Ventures, 创新工场</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>高瓴资本</td>\n",
       "      <td>红杉资本</td>\n",
       "      <td>腾讯</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Starling Group, Vickers Venture Partners</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Openspace Ventures, Kohlberg Kravis Roberts, W...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Alibaba Group, SoftBank, Berkshire Hathaway, S...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>腾讯</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>今日资本</td>\n",
       "      <td>IDG</td>\n",
       "      <td>经纬中国</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SoftBank Investment Advisers, Altos Ventures, ...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>IDG</td>\n",
       "      <td>思佰益</td>\n",
       "      <td>软银海外</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Formation 8, GGV Capital, Founders Fund, DST G...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>DFJ, Andreessen Horowitz, Tiger Global Managem...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>DCM</td>\n",
       "      <td>贝塔斯曼</td>\n",
       "      <td>君联资本</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Lightspeed Venture Partners, DST Global</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>Bertelsmann, Andreessen Horowitz, CRV</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>启明创投</td>\n",
       "      <td>高通</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>华平投资</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Softbank Investment Advisors, Blackrock, TIAA,...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Salesforce Ventures, Sutter Hill Ventures</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>NBC Universal, General Atlantic, Accel, Khosla...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Bessemer Venture Partners, Thrive Capital, Ope...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>新天域资本</td>\n",
       "      <td>光信资本</td>\n",
       "      <td>IDG</td>\n",
       "      <td>启明创投</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>Gemini Israel Ventures, Scale Venture Partners...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>TOM集团</td>\n",
       "      <td>Khazanah</td>\n",
       "      <td>IFC</td>\n",
       "      <td>红杉资本</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>海通开元</td>\n",
       "      <td>北极光创投</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>IDG</td>\n",
       "      <td>赛富基金</td>\n",
       "      <td>百度</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>粤民投</td>\n",
       "      <td>厚朴投资</td>\n",
       "      <td>胡润百富</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>Partners Investment, Sky Lake Investment, Book...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>众信旅游</td>\n",
       "      <td>红杉资本</td>\n",
       "      <td>创新工场</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>涌铧投资</td>\n",
       "      <td>汇能金融</td>\n",
       "      <td>磐石资本</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>凤凰</td>\n",
       "      <td>小米</td>\n",
       "      <td>IDG</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>美团点评</td>\n",
       "      <td>腾讯</td>\n",
       "      <td>贝塔斯曼</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>博裕资本</td>\n",
       "      <td>厚朴投资</td>\n",
       "      <td>普洛斯</td>\n",
       "      <td>源码资本</td>\n",
       "      <td>鼎晖投资</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>远镜创投</td>\n",
       "      <td>赛富基金</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>高瓴资本</td>\n",
       "      <td>晨兴资本</td>\n",
       "      <td>软银中国</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>君联资本</td>\n",
       "      <td>慕华投资</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>华平投资</td>\n",
       "      <td>红杉资本</td>\n",
       "      <td>经纬中国</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>GPI Capital, GSO Capital Partners</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>顺为资本</td>\n",
       "      <td>达晨创投</td>\n",
       "      <td>华平投资</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>腾讯</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Sequoia Capital, Visionnaire Ventures, Katalys...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>IVP (Institutional Venture Partners)</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>494 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     0         1  \\\n",
       "0                                                 春华资本      中投海外   \n",
       "1                                                 红杉资本      海纳亚洲   \n",
       "2                                                   腾讯      阿里巴巴   \n",
       "3         Golden Gate Capital, Koch Equity Development      None   \n",
       "4    M13, Timothy Davis, Evolution VC Partners, Tig...      None   \n",
       "5    Tiger Global Management, Founders Fund, Y Comb...      None   \n",
       "6                                                摩根士丹利      中银集团   \n",
       "7    DFJ, Founders Fund, Google, Bank of America, B...      None   \n",
       "8    Softbank, Hony Capital, Glade Brook Capital, W...      None   \n",
       "9    CapitalG, Thrive Capital, Y Combinator, Sequoi...      None   \n",
       "10                                                  腾讯      华平投资   \n",
       "11                                                 GIC       淡马锡   \n",
       "12                                                红杉资本      嘉实投资   \n",
       "13                                                红杉资本      晨兴资本   \n",
       "14                                               Accel      红杉资本   \n",
       "15   Vertex Ventures, GGV Capital,Rheingau Founders...      None   \n",
       "16   Time Warner, Walt Disney, Providence Equity Pa...      None   \n",
       "17                Founders Fund, Kortschak Investments      None   \n",
       "18   Y Combinator, Sequoia Capital, Kleiner Perkins...      None   \n",
       "19                                                红杉资本       IDG   \n",
       "20                                                高瓴资本      红杉资本   \n",
       "21            Starling Group, Vickers Venture Partners      None   \n",
       "22   Openspace Ventures, Kohlberg Kravis Roberts, W...      None   \n",
       "23   Alibaba Group, SoftBank, Berkshire Hathaway, S...      None   \n",
       "24                                                  腾讯      None   \n",
       "25                                                红杉资本      今日资本   \n",
       "26   SoftBank Investment Advisers, Altos Ventures, ...      None   \n",
       "27                                                 IDG       思佰益   \n",
       "28   Formation 8, GGV Capital, Founders Fund, DST G...      None   \n",
       "29   DFJ, Andreessen Horowitz, Tiger Global Managem...      None   \n",
       "..                                                 ...       ...   \n",
       "464                                                DCM      贝塔斯曼   \n",
       "465            Lightspeed Venture Partners, DST Global      None   \n",
       "466              Bertelsmann, Andreessen Horowitz, CRV      None   \n",
       "467                                               启明创投        高通   \n",
       "468                                               华平投资      None   \n",
       "469  Softbank Investment Advisors, Blackrock, TIAA,...      None   \n",
       "470          Salesforce Ventures, Sutter Hill Ventures      None   \n",
       "471  NBC Universal, General Atlantic, Accel, Khosla...      None   \n",
       "472  Bessemer Venture Partners, Thrive Capital, Ope...      None   \n",
       "473                                              新天域资本      光信资本   \n",
       "474  Gemini Israel Ventures, Scale Venture Partners...      None   \n",
       "475                                              TOM集团  Khazanah   \n",
       "476                                               海通开元     北极光创投   \n",
       "477                                                IDG      赛富基金   \n",
       "478                                                粤民投      厚朴投资   \n",
       "479  Partners Investment, Sky Lake Investment, Book...      None   \n",
       "480                                               众信旅游      红杉资本   \n",
       "481                                               涌铧投资      汇能金融   \n",
       "482                                                 凤凰        小米   \n",
       "483                                               美团点评        腾讯   \n",
       "484                                               博裕资本      厚朴投资   \n",
       "485                                               远镜创投      赛富基金   \n",
       "486                                               高瓴资本      晨兴资本   \n",
       "487                                               君联资本      慕华投资   \n",
       "488                                               华平投资      红杉资本   \n",
       "489                  GPI Capital, GSO Capital Partners      None   \n",
       "490                                               顺为资本      达晨创投   \n",
       "491                                                 腾讯      None   \n",
       "492  Sequoia Capital, Visionnaire Ventures, Katalys...      None   \n",
       "493               IVP (Institutional Venture Partners)      None   \n",
       "\n",
       "                          2     3     4     5  \n",
       "0                      红杉资本  None  None  None  \n",
       "1                      纪源资本  启明创投  None  None  \n",
       "2                      红杉资本  经纬中国  纪源资本  None  \n",
       "3                      None  None  None  None  \n",
       "4                      None  None  None  None  \n",
       "5                      None  None  None  None  \n",
       "6                  国泰君安（香港）  None  None  None  \n",
       "7                      None  None  None  None  \n",
       "8                      None  None  None  None  \n",
       "9                      None  None  None  None  \n",
       "10                      淡马锡  None  None  None  \n",
       "11                     春华资本  None  None  None  \n",
       "12                     中国太平  None  None  None  \n",
       "13                       百度    腾讯  None  None  \n",
       "14                     麦星投资  None  None  None  \n",
       "15                     None  None  None  None  \n",
       "16                     None  None  None  None  \n",
       "17                     None  None  None  None  \n",
       "18                     None  None  None  None  \n",
       "19   Crimson Ventures, 创新工场  None  None  None  \n",
       "20                       腾讯  None  None  None  \n",
       "21                     None  None  None  None  \n",
       "22                     None  None  None  None  \n",
       "23                     None  None  None  None  \n",
       "24                     None  None  None  None  \n",
       "25                      IDG  经纬中国  None  None  \n",
       "26                     None  None  None  None  \n",
       "27                     软银海外  None  None  None  \n",
       "28                     None  None  None  None  \n",
       "29                     None  None  None  None  \n",
       "..                      ...   ...   ...   ...  \n",
       "464                    君联资本  None  None  None  \n",
       "465                    None  None  None  None  \n",
       "466                    None  None  None  None  \n",
       "467                    None  None  None  None  \n",
       "468                    None  None  None  None  \n",
       "469                    None  None  None  None  \n",
       "470                    None  None  None  None  \n",
       "471                    None  None  None  None  \n",
       "472                    None  None  None  None  \n",
       "473                     IDG  启明创投  None  None  \n",
       "474                    None  None  None  None  \n",
       "475                     IFC  红杉资本  None  None  \n",
       "476                    None  None  None  None  \n",
       "477                      百度  None  None  None  \n",
       "478                    胡润百富  None  None  None  \n",
       "479                    None  None  None  None  \n",
       "480                    创新工场  None  None  None  \n",
       "481                    磐石资本  None  None  None  \n",
       "482                     IDG  None  None  None  \n",
       "483                    贝塔斯曼  None  None  None  \n",
       "484                     普洛斯  源码资本  鼎晖投资  None  \n",
       "485                    None  None  None  None  \n",
       "486                    软银中国  None  None  None  \n",
       "487                    None  None  None  None  \n",
       "488                    经纬中国  None  None  None  \n",
       "489                    None  None  None  None  \n",
       "490                    华平投资  None  None  None  \n",
       "491                    None  None  None  None  \n",
       "492                    None  None  None  None  \n",
       "493                    None  None  None  None  \n",
       "\n",
       "[494 rows x 6 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"部分投资机构\"].str.split(\"[、]\",expand = True)\n",
    "# expand表示是否把series类型转化为dataframe类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
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       "      <th>2</th>\n",
       "      <th>3</th>\n",
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       "      <th>6</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>春华资本</td>\n",
       "      <td>中投海外</td>\n",
       "      <td>红杉资本</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>红杉资本</td>\n",
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       "      <td>纪源资本</td>\n",
       "      <td>启明创投</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>腾讯</td>\n",
       "      <td>阿里巴巴</td>\n",
       "      <td>红杉资本</td>\n",
       "      <td>经纬中国</td>\n",
       "      <td>纪源资本</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Golden Gate Capital</td>\n",
       "      <td>Koch Equity Development</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M13</td>\n",
       "      <td>Timothy Davis</td>\n",
       "      <td>Evolution VC Partners</td>\n",
       "      <td>Tiger Global Management</td>\n",
       "      <td>Altria</td>\n",
       "      <td>Capital Re</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Tiger Global Management</td>\n",
       "      <td>Founders Fund</td>\n",
       "      <td>Y Combinator</td>\n",
       "      <td>Sequioa Capital</td>\n",
       "      <td>Andreessen Horowitz</td>\n",
       "      <td>Greylock Partners</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>摩根士丹利</td>\n",
       "      <td>中银集团</td>\n",
       "      <td>国泰君安（香港）</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>DFJ</td>\n",
       "      <td>Founders Fund</td>\n",
       "      <td>Google</td>\n",
       "      <td>Bank of America</td>\n",
       "      <td>Baillie Gifford</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Softbank</td>\n",
       "      <td>Hony Capital</td>\n",
       "      <td>Glade Brook Capital</td>\n",
       "      <td>Wellington Management</td>\n",
       "      <td>Benchmark</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CapitalG</td>\n",
       "      <td>Thrive Capital</td>\n",
       "      <td>Y Combinator</td>\n",
       "      <td>Sequoia Capital</td>\n",
       "      <td>General Catalyst</td>\n",
       "      <td>Founders Fund</td>\n",
       "      <td>Tiger Global Management</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>腾讯</td>\n",
       "      <td>华平投资</td>\n",
       "      <td>淡马锡</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>GIC</td>\n",
       "      <td>淡马锡</td>\n",
       "      <td>春华资本</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>嘉实投资</td>\n",
       "      <td>中国太平</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>晨兴资本</td>\n",
       "      <td>百度</td>\n",
       "      <td>腾讯</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Accel</td>\n",
       "      <td>红杉资本</td>\n",
       "      <td>麦星投资</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Vertex Ventures</td>\n",
       "      <td>GGV Capital</td>\n",
       "      <td>Rheingau Founders</td>\n",
       "      <td>SoftBank</td>\n",
       "      <td>SoftBank Capital</td>\n",
       "      <td>Tiger Global Management</td>\n",
       "      <td>Didi Chuxing</td>\n",
       "      <td>HSBC</td>\n",
       "      <td>Emtek Group</td>\n",
       "      <td>Toyota Motor Corporation</td>\n",
       "      <td>Hyundai Motor Company</td>\n",
       "      <td>Yamaha Motor Co.</td>\n",
       "      <td>Tokyo Century</td>\n",
       "      <td>Central Group of Company</td>\n",
       "      <td>SoftBank Investment Advisers</td>\n",
       "      <td>Invesco</td>\n",
       "      <td>Microsoft</td>\n",
       "      <td>Bookings Holdings</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Time Warner</td>\n",
       "      <td>Walt Disney</td>\n",
       "      <td>Providence Equity Partners</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Founders Fund</td>\n",
       "      <td>Kortschak Investments</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Y Combinator</td>\n",
       "      <td>Sequoia Capital</td>\n",
       "      <td>Kleiner Perkins</td>\n",
       "      <td>Khosla Ventures</td>\n",
       "      <td>Tamasek Holdings</td>\n",
       "      <td>DST Global</td>\n",
       "      <td>Softbank Investment Advisors</td>\n",
       "      <td>Coatue Management</td>\n",
       "      <td>Dragoneer Investment Group</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>IDG</td>\n",
       "      <td>Crimson Ventures</td>\n",
       "      <td>创新工场</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>高瓴资本</td>\n",
       "      <td>红杉资本</td>\n",
       "      <td>腾讯</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Starling Group</td>\n",
       "      <td>Vickers Venture Partners</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Openspace Ventures</td>\n",
       "      <td>Kohlberg Kravis Roberts</td>\n",
       "      <td>Warburg Pincus</td>\n",
       "      <td>Tencent Holdings</td>\n",
       "      <td>Google</td>\n",
       "      <td>JD.com</td>\n",
       "      <td>PT. Astra International Tbk - TSO Salemba</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Alibaba Group</td>\n",
       "      <td>SoftBank</td>\n",
       "      <td>Berkshire Hathaway</td>\n",
       "      <td>Sapphire Ventures</td>\n",
       "      <td>Mountain Capital</td>\n",
       "      <td>Ant Financial</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>腾讯</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>今日资本</td>\n",
       "      <td>IDG</td>\n",
       "      <td>经纬中国</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SoftBank Investment Advisers</td>\n",
       "      <td>Altos Ventures</td>\n",
       "      <td>Sequoia Capital</td>\n",
       "      <td>BlackRock Private Equity Partners</td>\n",
       "      <td>Softbank</td>\n",
       "      <td>Maverick Ventures</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>IDG</td>\n",
       "      <td>思佰益</td>\n",
       "      <td>软银海外</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Formation 8</td>\n",
       "      <td>GGV Capital</td>\n",
       "      <td>Founders Fund</td>\n",
       "      <td>DST Global</td>\n",
       "      <td>Temasek Holdings</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>DFJ</td>\n",
       "      <td>Andreessen Horowitz</td>\n",
       "      <td>Tiger Global Management</td>\n",
       "      <td>IVP</td>\n",
       "      <td>Bank of Tokyo-Mitsubishi</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>DCM</td>\n",
       "      <td>贝塔斯曼</td>\n",
       "      <td>君联资本</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Lightspeed Venture Partners</td>\n",
       "      <td>DST Global</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>Bertelsmann</td>\n",
       "      <td>Andreessen Horowitz</td>\n",
       "      <td>CRV</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>启明创投</td>\n",
       "      <td>高通</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>华平投资</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Softbank Investment Advisors</td>\n",
       "      <td>Blackrock</td>\n",
       "      <td>TIAA</td>\n",
       "      <td>Madrone Capital Partners</td>\n",
       "      <td>NanoDimension</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Salesforce Ventures</td>\n",
       "      <td>Sutter Hill Ventures</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>NBC Universal</td>\n",
       "      <td>General Atlantic</td>\n",
       "      <td>Accel</td>\n",
       "      <td>Khosla Ventures</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Bessemer Venture Partners</td>\n",
       "      <td>Thrive Capital</td>\n",
       "      <td>OpenView Venture Partners</td>\n",
       "      <td>Insight Partners</td>\n",
       "      <td>Brookfield Asset Management</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>新天域资本</td>\n",
       "      <td>光信资本</td>\n",
       "      <td>IDG</td>\n",
       "      <td>启明创投</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>Gemini Israel Ventures</td>\n",
       "      <td>Scale Venture Partners</td>\n",
       "      <td>Greenspring Associates</td>\n",
       "      <td>Insight Partners</td>\n",
       "      <td>EDBI</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>TOM集团</td>\n",
       "      <td>Khazanah</td>\n",
       "      <td>IFC</td>\n",
       "      <td>红杉资本</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>海通开元</td>\n",
       "      <td>北极光创投</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>IDG</td>\n",
       "      <td>赛富基金</td>\n",
       "      <td>百度</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>粤民投</td>\n",
       "      <td>厚朴投资</td>\n",
       "      <td>胡润百富</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>Partners Investment</td>\n",
       "      <td>Sky Lake Investment</td>\n",
       "      <td>Booking Holdings</td>\n",
       "      <td>GIC</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>众信旅游</td>\n",
       "      <td>红杉资本</td>\n",
       "      <td>创新工场</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>涌铧投资</td>\n",
       "      <td>汇能金融</td>\n",
       "      <td>磐石资本</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>凤凰</td>\n",
       "      <td>小米</td>\n",
       "      <td>IDG</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>美团点评</td>\n",
       "      <td>腾讯</td>\n",
       "      <td>贝塔斯曼</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>博裕资本</td>\n",
       "      <td>厚朴投资</td>\n",
       "      <td>普洛斯</td>\n",
       "      <td>源码资本</td>\n",
       "      <td>鼎晖投资</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>远镜创投</td>\n",
       "      <td>赛富基金</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>高瓴资本</td>\n",
       "      <td>晨兴资本</td>\n",
       "      <td>软银中国</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>君联资本</td>\n",
       "      <td>慕华投资</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>华平投资</td>\n",
       "      <td>红杉资本</td>\n",
       "      <td>经纬中国</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>GPI Capital</td>\n",
       "      <td>GSO Capital Partners</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>顺为资本</td>\n",
       "      <td>达晨创投</td>\n",
       "      <td>华平投资</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>腾讯</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Sequoia Capital</td>\n",
       "      <td>Visionnaire Ventures</td>\n",
       "      <td>Katalyst.Ventures</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>IVP (Institutional Venture Partners)</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>494 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       0                          1   \\\n",
       "0                                    春华资本                       中投海外   \n",
       "1                                    红杉资本                       海纳亚洲   \n",
       "2                                      腾讯                       阿里巴巴   \n",
       "3                     Golden Gate Capital    Koch Equity Development   \n",
       "4                                     M13              Timothy Davis   \n",
       "5                 Tiger Global Management              Founders Fund   \n",
       "6                                   摩根士丹利                       中银集团   \n",
       "7                                     DFJ              Founders Fund   \n",
       "8                                Softbank               Hony Capital   \n",
       "9                                CapitalG             Thrive Capital   \n",
       "10                                     腾讯                       华平投资   \n",
       "11                                    GIC                        淡马锡   \n",
       "12                                   红杉资本                       嘉实投资   \n",
       "13                                   红杉资本                       晨兴资本   \n",
       "14                                  Accel                       红杉资本   \n",
       "15                        Vertex Ventures                GGV Capital   \n",
       "16                            Time Warner                Walt Disney   \n",
       "17                          Founders Fund      Kortschak Investments   \n",
       "18                           Y Combinator            Sequoia Capital   \n",
       "19                                   红杉资本                        IDG   \n",
       "20                                   高瓴资本                       红杉资本   \n",
       "21                         Starling Group   Vickers Venture Partners   \n",
       "22                     Openspace Ventures    Kohlberg Kravis Roberts   \n",
       "23                          Alibaba Group                   SoftBank   \n",
       "24                                     腾讯                       None   \n",
       "25                                   红杉资本                       今日资本   \n",
       "26           SoftBank Investment Advisers             Altos Ventures   \n",
       "27                                    IDG                        思佰益   \n",
       "28                            Formation 8                GGV Capital   \n",
       "29                                    DFJ        Andreessen Horowitz   \n",
       "..                                    ...                        ...   \n",
       "464                                   DCM                       贝塔斯曼   \n",
       "465           Lightspeed Venture Partners                 DST Global   \n",
       "466                           Bertelsmann        Andreessen Horowitz   \n",
       "467                                  启明创投                         高通   \n",
       "468                                  华平投资                       None   \n",
       "469          Softbank Investment Advisors                  Blackrock   \n",
       "470                   Salesforce Ventures       Sutter Hill Ventures   \n",
       "471                         NBC Universal           General Atlantic   \n",
       "472             Bessemer Venture Partners             Thrive Capital   \n",
       "473                                 新天域资本                       光信资本   \n",
       "474                Gemini Israel Ventures     Scale Venture Partners   \n",
       "475                                 TOM集团                   Khazanah   \n",
       "476                                  海通开元                      北极光创投   \n",
       "477                                   IDG                       赛富基金   \n",
       "478                                   粤民投                       厚朴投资   \n",
       "479                   Partners Investment        Sky Lake Investment   \n",
       "480                                  众信旅游                       红杉资本   \n",
       "481                                  涌铧投资                       汇能金融   \n",
       "482                                    凤凰                         小米   \n",
       "483                                  美团点评                         腾讯   \n",
       "484                                  博裕资本                       厚朴投资   \n",
       "485                                  远镜创投                       赛富基金   \n",
       "486                                  高瓴资本                       晨兴资本   \n",
       "487                                  君联资本                       慕华投资   \n",
       "488                                  华平投资                       红杉资本   \n",
       "489                           GPI Capital       GSO Capital Partners   \n",
       "490                                  顺为资本                       达晨创投   \n",
       "491                                    腾讯                       None   \n",
       "492                       Sequoia Capital       Visionnaire Ventures   \n",
       "493  IVP (Institutional Venture Partners)                       None   \n",
       "\n",
       "                              2                                   3   \\\n",
       "0                           红杉资本                                None   \n",
       "1                           纪源资本                                启明创投   \n",
       "2                           红杉资本                                经纬中国   \n",
       "3                           None                                None   \n",
       "4          Evolution VC Partners             Tiger Global Management   \n",
       "5                   Y Combinator                     Sequioa Capital   \n",
       "6                       国泰君安（香港）                                None   \n",
       "7                         Google                     Bank of America   \n",
       "8            Glade Brook Capital               Wellington Management   \n",
       "9                   Y Combinator                     Sequoia Capital   \n",
       "10                           淡马锡                                None   \n",
       "11                          春华资本                                None   \n",
       "12                          中国太平                                None   \n",
       "13                            百度                                  腾讯   \n",
       "14                          麦星投资                                None   \n",
       "15             Rheingau Founders                            SoftBank   \n",
       "16    Providence Equity Partners                                None   \n",
       "17                          None                                None   \n",
       "18               Kleiner Perkins                     Khosla Ventures   \n",
       "19              Crimson Ventures                                创新工场   \n",
       "20                            腾讯                                None   \n",
       "21                          None                                None   \n",
       "22                Warburg Pincus                    Tencent Holdings   \n",
       "23            Berkshire Hathaway                   Sapphire Ventures   \n",
       "24                          None                                None   \n",
       "25                           IDG                                经纬中国   \n",
       "26               Sequoia Capital   BlackRock Private Equity Partners   \n",
       "27                          软银海外                                None   \n",
       "28                 Founders Fund                          DST Global   \n",
       "29       Tiger Global Management                                 IVP   \n",
       "..                           ...                                 ...   \n",
       "464                         君联资本                                None   \n",
       "465                         None                                None   \n",
       "466                          CRV                                None   \n",
       "467                         None                                None   \n",
       "468                         None                                None   \n",
       "469                         TIAA            Madrone Capital Partners   \n",
       "470                         None                                None   \n",
       "471                        Accel                     Khosla Ventures   \n",
       "472    OpenView Venture Partners                    Insight Partners   \n",
       "473                          IDG                                启明创投   \n",
       "474       Greenspring Associates                    Insight Partners   \n",
       "475                          IFC                                红杉资本   \n",
       "476                         None                                None   \n",
       "477                           百度                                None   \n",
       "478                         胡润百富                                None   \n",
       "479             Booking Holdings                                 GIC   \n",
       "480                         创新工场                                None   \n",
       "481                         磐石资本                                None   \n",
       "482                          IDG                                None   \n",
       "483                         贝塔斯曼                                None   \n",
       "484                          普洛斯                                源码资本   \n",
       "485                         None                                None   \n",
       "486                         软银中国                                None   \n",
       "487                         None                                None   \n",
       "488                         经纬中国                                None   \n",
       "489                         None                                None   \n",
       "490                         华平投资                                None   \n",
       "491                         None                                None   \n",
       "492            Katalyst.Ventures                                None   \n",
       "493                         None                                None   \n",
       "\n",
       "                               4                         5   \\\n",
       "0                            None                      None   \n",
       "1                            None                      None   \n",
       "2                            纪源资本                      None   \n",
       "3                            None                      None   \n",
       "4                          Altria                Capital Re   \n",
       "5             Andreessen Horowitz         Greylock Partners   \n",
       "6                            None                      None   \n",
       "7                 Baillie Gifford                      None   \n",
       "8                       Benchmark                      None   \n",
       "9                General Catalyst             Founders Fund   \n",
       "10                           None                      None   \n",
       "11                           None                      None   \n",
       "12                           None                      None   \n",
       "13                           None                      None   \n",
       "14                           None                      None   \n",
       "15               SoftBank Capital   Tiger Global Management   \n",
       "16                           None                      None   \n",
       "17                           None                      None   \n",
       "18               Tamasek Holdings                DST Global   \n",
       "19                           None                      None   \n",
       "20                           None                      None   \n",
       "21                           None                      None   \n",
       "22                         Google                    JD.com   \n",
       "23               Mountain Capital             Ant Financial   \n",
       "24                           None                      None   \n",
       "25                           None                      None   \n",
       "26                       Softbank         Maverick Ventures   \n",
       "27                           None                      None   \n",
       "28               Temasek Holdings                      None   \n",
       "29       Bank of Tokyo-Mitsubishi                      None   \n",
       "..                            ...                       ...   \n",
       "464                          None                      None   \n",
       "465                          None                      None   \n",
       "466                          None                      None   \n",
       "467                          None                      None   \n",
       "468                          None                      None   \n",
       "469                 NanoDimension                      None   \n",
       "470                          None                      None   \n",
       "471                          None                      None   \n",
       "472   Brookfield Asset Management                      None   \n",
       "473                          None                      None   \n",
       "474                          EDBI                      None   \n",
       "475                          None                      None   \n",
       "476                          None                      None   \n",
       "477                          None                      None   \n",
       "478                          None                      None   \n",
       "479                          None                      None   \n",
       "480                          None                      None   \n",
       "481                          None                      None   \n",
       "482                          None                      None   \n",
       "483                          None                      None   \n",
       "484                          鼎晖投资                      None   \n",
       "485                          None                      None   \n",
       "486                          None                      None   \n",
       "487                          None                      None   \n",
       "488                          None                      None   \n",
       "489                          None                      None   \n",
       "490                          None                      None   \n",
       "491                          None                      None   \n",
       "492                          None                      None   \n",
       "493                          None                      None   \n",
       "\n",
       "                                             6                   7   \\\n",
       "0                                          None                None   \n",
       "1                                          None                None   \n",
       "2                                          None                None   \n",
       "3                                          None                None   \n",
       "4                                          None                None   \n",
       "5                                                              None   \n",
       "6                                          None                None   \n",
       "7                                          None                None   \n",
       "8                                          None                None   \n",
       "9                       Tiger Global Management                None   \n",
       "10                                         None                None   \n",
       "11                                         None                None   \n",
       "12                                         None                None   \n",
       "13                                         None                None   \n",
       "14                                         None                None   \n",
       "15                                 Didi Chuxing                HSBC   \n",
       "16                                         None                None   \n",
       "17                                         None                None   \n",
       "18                 Softbank Investment Advisors   Coatue Management   \n",
       "19                                         None                None   \n",
       "20                                         None                None   \n",
       "21                                         None                None   \n",
       "22    PT. Astra International Tbk - TSO Salemba                None   \n",
       "23                                         None                None   \n",
       "24                                         None                None   \n",
       "25                                         None                None   \n",
       "26                                         None                None   \n",
       "27                                         None                None   \n",
       "28                                         None                None   \n",
       "29                                         None                None   \n",
       "..                                          ...                 ...   \n",
       "464                                        None                None   \n",
       "465                                        None                None   \n",
       "466                                        None                None   \n",
       "467                                        None                None   \n",
       "468                                        None                None   \n",
       "469                                        None                None   \n",
       "470                                        None                None   \n",
       "471                                        None                None   \n",
       "472                                        None                None   \n",
       "473                                        None                None   \n",
       "474                                        None                None   \n",
       "475                                        None                None   \n",
       "476                                        None                None   \n",
       "477                                        None                None   \n",
       "478                                        None                None   \n",
       "479                                        None                None   \n",
       "480                                        None                None   \n",
       "481                                        None                None   \n",
       "482                                        None                None   \n",
       "483                                        None                None   \n",
       "484                                        None                None   \n",
       "485                                        None                None   \n",
       "486                                        None                None   \n",
       "487                                        None                None   \n",
       "488                                        None                None   \n",
       "489                                        None                None   \n",
       "490                                        None                None   \n",
       "491                                        None                None   \n",
       "492                                        None                None   \n",
       "493                                        None                None   \n",
       "\n",
       "                              8                          9   \\\n",
       "0                           None                       None   \n",
       "1                           None                       None   \n",
       "2                           None                       None   \n",
       "3                           None                       None   \n",
       "4                           None                       None   \n",
       "5                           None                       None   \n",
       "6                           None                       None   \n",
       "7                           None                       None   \n",
       "8                           None                       None   \n",
       "9                           None                       None   \n",
       "10                          None                       None   \n",
       "11                          None                       None   \n",
       "12                          None                       None   \n",
       "13                          None                       None   \n",
       "14                          None                       None   \n",
       "15                   Emtek Group   Toyota Motor Corporation   \n",
       "16                          None                       None   \n",
       "17                          None                       None   \n",
       "18    Dragoneer Investment Group                       None   \n",
       "19                          None                       None   \n",
       "20                          None                       None   \n",
       "21                          None                       None   \n",
       "22                          None                       None   \n",
       "23                          None                       None   \n",
       "24                          None                       None   \n",
       "25                          None                       None   \n",
       "26                          None                       None   \n",
       "27                          None                       None   \n",
       "28                          None                       None   \n",
       "29                          None                       None   \n",
       "..                           ...                        ...   \n",
       "464                         None                       None   \n",
       "465                         None                       None   \n",
       "466                         None                       None   \n",
       "467                         None                       None   \n",
       "468                         None                       None   \n",
       "469                         None                       None   \n",
       "470                         None                       None   \n",
       "471                         None                       None   \n",
       "472                         None                       None   \n",
       "473                         None                       None   \n",
       "474                         None                       None   \n",
       "475                         None                       None   \n",
       "476                         None                       None   \n",
       "477                         None                       None   \n",
       "478                         None                       None   \n",
       "479                         None                       None   \n",
       "480                         None                       None   \n",
       "481                         None                       None   \n",
       "482                         None                       None   \n",
       "483                         None                       None   \n",
       "484                         None                       None   \n",
       "485                         None                       None   \n",
       "486                         None                       None   \n",
       "487                         None                       None   \n",
       "488                         None                       None   \n",
       "489                         None                       None   \n",
       "490                         None                       None   \n",
       "491                         None                       None   \n",
       "492                         None                       None   \n",
       "493                         None                       None   \n",
       "\n",
       "                         10                 11              12  \\\n",
       "0                      None               None            None   \n",
       "1                      None               None            None   \n",
       "2                      None               None            None   \n",
       "3                      None               None            None   \n",
       "4                      None               None            None   \n",
       "5                      None               None            None   \n",
       "6                      None               None            None   \n",
       "7                      None               None            None   \n",
       "8                      None               None            None   \n",
       "9                      None               None            None   \n",
       "10                     None               None            None   \n",
       "11                     None               None            None   \n",
       "12                     None               None            None   \n",
       "13                     None               None            None   \n",
       "14                     None               None            None   \n",
       "15    Hyundai Motor Company   Yamaha Motor Co.   Tokyo Century   \n",
       "16                     None               None            None   \n",
       "17                     None               None            None   \n",
       "18                     None               None            None   \n",
       "19                     None               None            None   \n",
       "20                     None               None            None   \n",
       "21                     None               None            None   \n",
       "22                     None               None            None   \n",
       "23                     None               None            None   \n",
       "24                     None               None            None   \n",
       "25                     None               None            None   \n",
       "26                     None               None            None   \n",
       "27                     None               None            None   \n",
       "28                     None               None            None   \n",
       "29                     None               None            None   \n",
       "..                      ...                ...             ...   \n",
       "464                    None               None            None   \n",
       "465                    None               None            None   \n",
       "466                    None               None            None   \n",
       "467                    None               None            None   \n",
       "468                    None               None            None   \n",
       "469                    None               None            None   \n",
       "470                    None               None            None   \n",
       "471                    None               None            None   \n",
       "472                    None               None            None   \n",
       "473                    None               None            None   \n",
       "474                    None               None            None   \n",
       "475                    None               None            None   \n",
       "476                    None               None            None   \n",
       "477                    None               None            None   \n",
       "478                    None               None            None   \n",
       "479                    None               None            None   \n",
       "480                    None               None            None   \n",
       "481                    None               None            None   \n",
       "482                    None               None            None   \n",
       "483                    None               None            None   \n",
       "484                    None               None            None   \n",
       "485                    None               None            None   \n",
       "486                    None               None            None   \n",
       "487                    None               None            None   \n",
       "488                    None               None            None   \n",
       "489                    None               None            None   \n",
       "490                    None               None            None   \n",
       "491                    None               None            None   \n",
       "492                    None               None            None   \n",
       "493                    None               None            None   \n",
       "\n",
       "                            13                             14        15  \\\n",
       "0                         None                           None      None   \n",
       "1                         None                           None      None   \n",
       "2                         None                           None      None   \n",
       "3                         None                           None      None   \n",
       "4                         None                           None      None   \n",
       "5                         None                           None      None   \n",
       "6                         None                           None      None   \n",
       "7                         None                           None      None   \n",
       "8                         None                           None      None   \n",
       "9                         None                           None      None   \n",
       "10                        None                           None      None   \n",
       "11                        None                           None      None   \n",
       "12                        None                           None      None   \n",
       "13                        None                           None      None   \n",
       "14                        None                           None      None   \n",
       "15    Central Group of Company   SoftBank Investment Advisers   Invesco   \n",
       "16                        None                           None      None   \n",
       "17                        None                           None      None   \n",
       "18                        None                           None      None   \n",
       "19                        None                           None      None   \n",
       "20                        None                           None      None   \n",
       "21                        None                           None      None   \n",
       "22                        None                           None      None   \n",
       "23                        None                           None      None   \n",
       "24                        None                           None      None   \n",
       "25                        None                           None      None   \n",
       "26                        None                           None      None   \n",
       "27                        None                           None      None   \n",
       "28                        None                           None      None   \n",
       "29                        None                           None      None   \n",
       "..                         ...                            ...       ...   \n",
       "464                       None                           None      None   \n",
       "465                       None                           None      None   \n",
       "466                       None                           None      None   \n",
       "467                       None                           None      None   \n",
       "468                       None                           None      None   \n",
       "469                       None                           None      None   \n",
       "470                       None                           None      None   \n",
       "471                       None                           None      None   \n",
       "472                       None                           None      None   \n",
       "473                       None                           None      None   \n",
       "474                       None                           None      None   \n",
       "475                       None                           None      None   \n",
       "476                       None                           None      None   \n",
       "477                       None                           None      None   \n",
       "478                       None                           None      None   \n",
       "479                       None                           None      None   \n",
       "480                       None                           None      None   \n",
       "481                       None                           None      None   \n",
       "482                       None                           None      None   \n",
       "483                       None                           None      None   \n",
       "484                       None                           None      None   \n",
       "485                       None                           None      None   \n",
       "486                       None                           None      None   \n",
       "487                       None                           None      None   \n",
       "488                       None                           None      None   \n",
       "489                       None                           None      None   \n",
       "490                       None                           None      None   \n",
       "491                       None                           None      None   \n",
       "492                       None                           None      None   \n",
       "493                       None                           None      None   \n",
       "\n",
       "             16                  17    18  \n",
       "0          None                None  None  \n",
       "1          None                None  None  \n",
       "2          None                None  None  \n",
       "3          None                None  None  \n",
       "4          None                None  None  \n",
       "5          None                None  None  \n",
       "6          None                None  None  \n",
       "7          None                None  None  \n",
       "8          None                None  None  \n",
       "9          None                None  None  \n",
       "10         None                None  None  \n",
       "11         None                None  None  \n",
       "12         None                None  None  \n",
       "13         None                None  None  \n",
       "14         None                None  None  \n",
       "15    Microsoft   Bookings Holdings        \n",
       "16         None                None  None  \n",
       "17         None                None  None  \n",
       "18         None                None  None  \n",
       "19         None                None  None  \n",
       "20         None                None  None  \n",
       "21         None                None  None  \n",
       "22         None                None  None  \n",
       "23         None                None  None  \n",
       "24         None                None  None  \n",
       "25         None                None  None  \n",
       "26         None                None  None  \n",
       "27         None                None  None  \n",
       "28         None                None  None  \n",
       "29         None                None  None  \n",
       "..          ...                 ...   ...  \n",
       "464        None                None  None  \n",
       "465        None                None  None  \n",
       "466        None                None  None  \n",
       "467        None                None  None  \n",
       "468        None                None  None  \n",
       "469        None                None  None  \n",
       "470        None                None  None  \n",
       "471        None                None  None  \n",
       "472        None                None  None  \n",
       "473        None                None  None  \n",
       "474        None                None  None  \n",
       "475        None                None  None  \n",
       "476        None                None  None  \n",
       "477        None                None  None  \n",
       "478        None                None  None  \n",
       "479        None                None  None  \n",
       "480        None                None  None  \n",
       "481        None                None  None  \n",
       "482        None                None  None  \n",
       "483        None                None  None  \n",
       "484        None                None  None  \n",
       "485        None                None  None  \n",
       "486        None                None  None  \n",
       "487        None                None  None  \n",
       "488        None                None  None  \n",
       "489        None                None  None  \n",
       "490        None                None  None  \n",
       "491        None                None  None  \n",
       "492        None                None  None  \n",
       "493        None                None  None  \n",
       "\n",
       "[494 rows x 19 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"部分投资机构\"].str.split(\"[、,,]\",expand = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "      <th>4</th>\n",
       "      <td>Adam Bowen</td>\n",
       "      <td>James Monsees</td>\n",
       "      <td>Kevin Burns</td>\n",
       "      <td>Tim Danaher</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Brian Chesky</td>\n",
       "      <td>Joe Gebbia</td>\n",
       "      <td>Nathan Blecharczyk</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Elon Musk</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Adam Neumann</td>\n",
       "      <td>Miguel McKevley</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>John Collison</td>\n",
       "      <td>Patrick Collison</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>顾敏</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>童文红</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>陈生强</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>宿华</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>汪滔</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Anthony Tan</td>\n",
       "      <td>Tan Hooi Ling</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Elizabeth Comstock</td>\n",
       "      <td>Jason Kilar</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alexander Karp</td>\n",
       "      <td>Garry Tan</td>\n",
       "      <td>Joe Lonsdale</td>\n",
       "      <td>Nathan Gettings</td>\n",
       "      <td>Peter Thiel</td>\n",
       "      <td>Stephen Cohen</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Andy Fang</td>\n",
       "      <td>Evan Moore</td>\n",
       "      <td>Stanley Tang</td>\n",
       "      <td>Tony Xu</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>詹克团，吴忌寒</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>王振辉</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Osman Kibar</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Kevin Aluwi</td>\n",
       "      <td>Michaelangelo Moran</td>\n",
       "      <td>Nadiem Makarim</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Vijay Shekhar Sharma</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>左晖</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>杨浩涌</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Bom Kim</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>高菁</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Danny Zhang</td>\n",
       "      <td>Peter Szulczewski</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Brian Armstrong</td>\n",
       "      <td>Fred Ehrsam</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>季昕华</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Amod Malviya</td>\n",
       "      <td>Sujeet kumar</td>\n",
       "      <td>Vaibhav Gupta</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>David Stavens</td>\n",
       "      <td>Mike Sokolsky</td>\n",
       "      <td>Sebastian Thrun</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>梁家恩</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>周君强</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Paul Nguyen</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Craig Ramsey</td>\n",
       "      <td>David Schmaier</td>\n",
       "      <td>James Ramsey</td>\n",
       "      <td>Mark Armenante</td>\n",
       "      <td>Young Sohn</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Jerome Armstrong</td>\n",
       "      <td>Joshua Topolsky</td>\n",
       "      <td>Markos Moulitsas</td>\n",
       "      <td>Tyler Bleszinski</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Brandon Weber</td>\n",
       "      <td>Donald DeSantis</td>\n",
       "      <td>Karl Baum</td>\n",
       "      <td>Niall Smart</td>\n",
       "      <td>Nicholas Romito</td>\n",
       "      <td>Ryan Masiello</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>李治国</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>Dan Adika</td>\n",
       "      <td>Eyal Cohen</td>\n",
       "      <td>Rephael Sweary</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>龙沛智</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>陈大年</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>张东风</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>谢旭辉</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>Lee Sujin</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>丁根芳</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>张泉</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>李亚</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>王朝成</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>杨兴运</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>曾碧波</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>吴逸然</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>周枫</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>韩毅</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>David A. Steinberg</td>\n",
       "      <td>John Sculley</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>张翼</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>姚劲波</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Keenan Wyrobek</td>\n",
       "      <td>Keller Rinaudo</td>\n",
       "      <td>Will Hetzler</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>Ian Siegel</td>\n",
       "      <td>Joe Edmonds</td>\n",
       "      <td>Ward Poulos</td>\n",
       "      <td>Willis Redd</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>494 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       0                     1                    2   \\\n",
       "0                     井贤栋                  None                 None   \n",
       "1                     张一鸣                  None                 None   \n",
       "2                      程维                  None                 None   \n",
       "3             Jim Schaper                  None                 None   \n",
       "4              Adam Bowen         James Monsees          Kevin Burns   \n",
       "5            Brian Chesky            Joe Gebbia   Nathan Blecharczyk   \n",
       "6                     计葵生                  None                 None   \n",
       "7               Elon Musk                  None                 None   \n",
       "8            Adam Neumann       Miguel McKevley                 None   \n",
       "9           John Collison      Patrick Collison                 None   \n",
       "10                     顾敏                  None                 None   \n",
       "11                    童文红                  None                 None   \n",
       "12                    陈生强                  None                 None   \n",
       "13                     宿华                  None                 None   \n",
       "14                     汪滔                  None                 None   \n",
       "15            Anthony Tan         Tan Hooi Ling                 None   \n",
       "16     Elizabeth Comstock           Jason Kilar                 None   \n",
       "17         Alexander Karp             Garry Tan         Joe Lonsdale   \n",
       "18              Andy Fang            Evan Moore         Stanley Tang   \n",
       "19                詹克团，吴忌寒                  None                 None   \n",
       "20                    王振辉                  None                 None   \n",
       "21            Osman Kibar                  None                 None   \n",
       "22            Kevin Aluwi   Michaelangelo Moran       Nadiem Makarim   \n",
       "23   Vijay Shekhar Sharma                  None                 None   \n",
       "24                     左晖                  None                 None   \n",
       "25                    杨浩涌                  None                 None   \n",
       "26                Bom Kim                  None                 None   \n",
       "27                     高菁                  None                 None   \n",
       "28            Danny Zhang     Peter Szulczewski                 None   \n",
       "29        Brian Armstrong           Fred Ehrsam                 None   \n",
       "..                    ...                   ...                  ...   \n",
       "464                   季昕华                  None                 None   \n",
       "465          Amod Malviya          Sujeet kumar        Vaibhav Gupta   \n",
       "466         David Stavens         Mike Sokolsky      Sebastian Thrun   \n",
       "467                   梁家恩                  None                 None   \n",
       "468                   周君强                  None                 None   \n",
       "469           Paul Nguyen                  None                 None   \n",
       "470          Craig Ramsey        David Schmaier         James Ramsey   \n",
       "471      Jerome Armstrong       Joshua Topolsky     Markos Moulitsas   \n",
       "472         Brandon Weber       Donald DeSantis            Karl Baum   \n",
       "473                   李治国                  None                 None   \n",
       "474             Dan Adika            Eyal Cohen       Rephael Sweary   \n",
       "475                   龙沛智                  None                 None   \n",
       "476                   陈大年                  None                 None   \n",
       "477                   张东风                  None                 None   \n",
       "478                   谢旭辉                  None                 None   \n",
       "479             Lee Sujin                  None                 None   \n",
       "480                   丁根芳                  None                 None   \n",
       "481                    张泉                  None                 None   \n",
       "482                    李亚                  None                 None   \n",
       "483                   王朝成                  None                 None   \n",
       "484                   杨兴运                  None                 None   \n",
       "485                   曾碧波                  None                 None   \n",
       "486                   吴逸然                  None                 None   \n",
       "487                    周枫                  None                 None   \n",
       "488                    韩毅                  None                 None   \n",
       "489    David A. Steinberg          John Sculley                 None   \n",
       "490                    张翼                  None                 None   \n",
       "491                   姚劲波                  None                 None   \n",
       "492        Keenan Wyrobek        Keller Rinaudo         Will Hetzler   \n",
       "493            Ian Siegel           Joe Edmonds          Ward Poulos   \n",
       "\n",
       "                    3                 4               5     6     7     8   \\\n",
       "0                 None              None            None  None  None  None   \n",
       "1                 None              None            None  None  None  None   \n",
       "2                 None              None            None  None  None  None   \n",
       "3                 None              None            None  None  None  None   \n",
       "4          Tim Danaher              None            None  None  None  None   \n",
       "5                 None              None            None  None  None  None   \n",
       "6                 None              None            None  None  None  None   \n",
       "7                 None              None            None  None  None  None   \n",
       "8                 None              None            None  None  None  None   \n",
       "9                 None              None            None  None  None  None   \n",
       "10                None              None            None  None  None  None   \n",
       "11                None              None            None  None  None  None   \n",
       "12                None              None            None  None  None  None   \n",
       "13                None              None            None  None  None  None   \n",
       "14                None              None            None  None  None  None   \n",
       "15                None              None            None  None  None  None   \n",
       "16                None              None            None  None  None  None   \n",
       "17     Nathan Gettings       Peter Thiel   Stephen Cohen  None  None  None   \n",
       "18             Tony Xu              None            None  None  None  None   \n",
       "19                None              None            None  None  None  None   \n",
       "20                None              None            None  None  None  None   \n",
       "21                None              None            None  None  None  None   \n",
       "22                None              None            None  None  None  None   \n",
       "23                None              None            None  None  None  None   \n",
       "24                None              None            None  None  None  None   \n",
       "25                None              None            None  None  None  None   \n",
       "26                None              None            None  None  None  None   \n",
       "27                None              None            None  None  None  None   \n",
       "28                None              None            None  None  None  None   \n",
       "29                None              None            None  None  None  None   \n",
       "..                 ...               ...             ...   ...   ...   ...   \n",
       "464               None              None            None  None  None  None   \n",
       "465               None              None            None  None  None  None   \n",
       "466               None              None            None  None  None  None   \n",
       "467               None              None            None  None  None  None   \n",
       "468               None              None            None  None  None  None   \n",
       "469               None              None            None  None  None  None   \n",
       "470     Mark Armenante        Young Sohn            None  None  None  None   \n",
       "471   Tyler Bleszinski              None            None  None  None  None   \n",
       "472        Niall Smart   Nicholas Romito   Ryan Masiello  None  None  None   \n",
       "473               None              None            None  None  None  None   \n",
       "474               None              None            None  None  None  None   \n",
       "475               None              None            None  None  None  None   \n",
       "476               None              None            None  None  None  None   \n",
       "477               None              None            None  None  None  None   \n",
       "478               None              None            None  None  None  None   \n",
       "479               None              None            None  None  None  None   \n",
       "480               None              None            None  None  None  None   \n",
       "481               None              None            None  None  None  None   \n",
       "482               None              None            None  None  None  None   \n",
       "483               None              None            None  None  None  None   \n",
       "484               None              None            None  None  None  None   \n",
       "485               None              None            None  None  None  None   \n",
       "486               None              None            None  None  None  None   \n",
       "487               None              None            None  None  None  None   \n",
       "488               None              None            None  None  None  None   \n",
       "489               None              None            None  None  None  None   \n",
       "490               None              None            None  None  None  None   \n",
       "491               None              None            None  None  None  None   \n",
       "492               None              None            None  None  None  None   \n",
       "493        Willis Redd              None            None  None  None  None   \n",
       "\n",
       "       9     10    11    12    13  \n",
       "0    None  None  None  None  None  \n",
       "1    None  None  None  None  None  \n",
       "2    None  None  None  None  None  \n",
       "3    None  None  None  None  None  \n",
       "4    None  None  None  None  None  \n",
       "5    None  None  None  None  None  \n",
       "6    None  None  None  None  None  \n",
       "7    None  None  None  None  None  \n",
       "8    None  None  None  None  None  \n",
       "9    None  None  None  None  None  \n",
       "10   None  None  None  None  None  \n",
       "11   None  None  None  None  None  \n",
       "12   None  None  None  None  None  \n",
       "13   None  None  None  None  None  \n",
       "14   None  None  None  None  None  \n",
       "15   None  None  None  None  None  \n",
       "16   None  None  None  None  None  \n",
       "17   None  None  None  None  None  \n",
       "18   None  None  None  None  None  \n",
       "19   None  None  None  None  None  \n",
       "20   None  None  None  None  None  \n",
       "21   None  None  None  None  None  \n",
       "22   None  None  None  None  None  \n",
       "23   None  None  None  None  None  \n",
       "24   None  None  None  None  None  \n",
       "25   None  None  None  None  None  \n",
       "26   None  None  None  None  None  \n",
       "27   None  None  None  None  None  \n",
       "28   None  None  None  None  None  \n",
       "29   None  None  None  None  None  \n",
       "..    ...   ...   ...   ...   ...  \n",
       "464  None  None  None  None  None  \n",
       "465  None  None  None  None  None  \n",
       "466  None  None  None  None  None  \n",
       "467  None  None  None  None  None  \n",
       "468  None  None  None  None  None  \n",
       "469  None  None  None  None  None  \n",
       "470  None  None  None  None  None  \n",
       "471  None  None  None  None  None  \n",
       "472  None  None  None  None  None  \n",
       "473  None  None  None  None  None  \n",
       "474  None  None  None  None  None  \n",
       "475  None  None  None  None  None  \n",
       "476  None  None  None  None  None  \n",
       "477  None  None  None  None  None  \n",
       "478  None  None  None  None  None  \n",
       "479  None  None  None  None  None  \n",
       "480  None  None  None  None  None  \n",
       "481  None  None  None  None  None  \n",
       "482  None  None  None  None  None  \n",
       "483  None  None  None  None  None  \n",
       "484  None  None  None  None  None  \n",
       "485  None  None  None  None  None  \n",
       "486  None  None  None  None  None  \n",
       "487  None  None  None  None  None  \n",
       "488  None  None  None  None  None  \n",
       "489  None  None  None  None  None  \n",
       "490  None  None  None  None  None  \n",
       "491  None  None  None  None  None  \n",
       "492  None  None  None  None  None  \n",
       "493  None  None  None  None  None  \n",
       "\n",
       "[494 rows x 14 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"掌门人/创始人\"].str.split(\"[、,,]\",expand = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       True\n",
       "1       True\n",
       "2       True\n",
       "3      False\n",
       "4      False\n",
       "5      False\n",
       "6      False\n",
       "7      False\n",
       "8      False\n",
       "9      False\n",
       "10     False\n",
       "11     False\n",
       "12      True\n",
       "13      True\n",
       "14      True\n",
       "15     False\n",
       "16     False\n",
       "17     False\n",
       "18     False\n",
       "19      True\n",
       "20      True\n",
       "21     False\n",
       "22     False\n",
       "23     False\n",
       "24     False\n",
       "25      True\n",
       "26     False\n",
       "27     False\n",
       "28     False\n",
       "29     False\n",
       "       ...  \n",
       "464    False\n",
       "465    False\n",
       "466    False\n",
       "467    False\n",
       "468    False\n",
       "469    False\n",
       "470    False\n",
       "471    False\n",
       "472    False\n",
       "473    False\n",
       "474    False\n",
       "475     True\n",
       "476    False\n",
       "477    False\n",
       "478    False\n",
       "479    False\n",
       "480     True\n",
       "481    False\n",
       "482    False\n",
       "483    False\n",
       "484    False\n",
       "485    False\n",
       "486    False\n",
       "487    False\n",
       "488     True\n",
       "489    False\n",
       "490    False\n",
       "491    False\n",
       "492    False\n",
       "493    False\n",
       "Name: 部分投资机构, Length: 494, dtype: bool"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 使用contains方法查询是否包含某些字符\n",
    "df[\"部分投资机构\"].str.contains(\"红杉资本\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      False\n",
       "1      False\n",
       "2       True\n",
       "3      False\n",
       "4      False\n",
       "5      False\n",
       "6      False\n",
       "7      False\n",
       "8      False\n",
       "9      False\n",
       "10      True\n",
       "11     False\n",
       "12     False\n",
       "13      True\n",
       "14     False\n",
       "15     False\n",
       "16     False\n",
       "17     False\n",
       "18     False\n",
       "19     False\n",
       "20      True\n",
       "21     False\n",
       "22     False\n",
       "23     False\n",
       "24      True\n",
       "25     False\n",
       "26     False\n",
       "27     False\n",
       "28     False\n",
       "29     False\n",
       "       ...  \n",
       "464    False\n",
       "465    False\n",
       "466    False\n",
       "467    False\n",
       "468    False\n",
       "469    False\n",
       "470    False\n",
       "471    False\n",
       "472    False\n",
       "473    False\n",
       "474    False\n",
       "475    False\n",
       "476    False\n",
       "477    False\n",
       "478    False\n",
       "479    False\n",
       "480    False\n",
       "481    False\n",
       "482    False\n",
       "483     True\n",
       "484    False\n",
       "485    False\n",
       "486    False\n",
       "487    False\n",
       "488    False\n",
       "489    False\n",
       "490    False\n",
       "491     True\n",
       "492    False\n",
       "493    False\n",
       "Name: 部分投资机构, Length: 494, dtype: bool"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"部分投资机构\"].str.contains(\"腾讯\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2           腾讯、阿里巴巴、红杉资本、经纬中国、纪源资本\n",
       "10                     腾讯、华平投资、淡马锡\n",
       "13                 红杉资本、晨兴资本、百度、腾讯\n",
       "20                    高瓴资本、红杉资本、腾讯\n",
       "24                              腾讯\n",
       "43     腾讯、红杉资本、光速中国、高瓴资本、云峰基金、纪源资本\n",
       "48            红杉资本、高盛、腾讯、启明创投、高瓴资本\n",
       "76               启明创投、科大讯飞、鼎晖投资、腾讯\n",
       "80                    华平投资、红杉资本、腾讯\n",
       "85     红杉资本、海纳亚洲、经纬中国、阿里巴巴、万达院线、腾讯\n",
       "95                    红杉资本、腾讯、南山资本\n",
       "106              光信资本、腾讯、浙商创投、启明创投\n",
       "128    创新工场、云锋基金、红杉资本、真格基金、腾讯、经纬中国\n",
       "130         红杉资本、腾讯、真格基金、纪源资本、阿里巴巴\n",
       "134               IDG、经纬中国、腾讯、华平投资\n",
       "154                   阿里巴巴、腾讯、华人文化\n",
       "189                        腾讯、高瓴资本\n",
       "220              创新工场、今日资本、启明创投、腾讯\n",
       "223                   腾讯、沙钢集团、明驰基金\n",
       "256                   腾讯、华平投资、经纬中国\n",
       "257                    腾讯、华人文化产业基金\n",
       "273               腾讯、红杉资本、DST、高瓴资本\n",
       "326                    顺为资本、DCM、腾讯\n",
       "337                   厚朴投资、经纬中国、腾讯\n",
       "363                      腾讯领投，今日资本\n",
       "386                   腾讯、泛海投资、中信资本\n",
       "387                        腾讯、弘毅投资\n",
       "392         顺为资本、启明创投、真格基金、红杉资本、腾讯\n",
       "403         创新工场、腾讯、真格基金、顺为资本、纪源资本\n",
       "428                  高盛、腾讯、滴滴、顺为资本\n",
       "439               腾讯、创新工场、IDG、美团点评\n",
       "454                  腾讯、碧桂园创投、红杉资本\n",
       "483                   美团点评、腾讯、贝塔斯曼\n",
       "491                             腾讯\n",
       "Name: 部分投资机构, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"部分投资机构\"][df[\"部分投资机构\"].str.contains(\"腾讯\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      False\n",
       "1      False\n",
       "2      False\n",
       "3      False\n",
       "4      False\n",
       "5      False\n",
       "6      False\n",
       "7      False\n",
       "8      False\n",
       "9      False\n",
       "10     False\n",
       "11     False\n",
       "12     False\n",
       "13     False\n",
       "14     False\n",
       "15     False\n",
       "16     False\n",
       "17     False\n",
       "18     False\n",
       "19     False\n",
       "20     False\n",
       "21     False\n",
       "22     False\n",
       "23     False\n",
       "24     False\n",
       "25     False\n",
       "26     False\n",
       "27     False\n",
       "28     False\n",
       "29     False\n",
       "       ...  \n",
       "464    False\n",
       "465    False\n",
       "466    False\n",
       "467    False\n",
       "468    False\n",
       "469    False\n",
       "470    False\n",
       "471    False\n",
       "472    False\n",
       "473    False\n",
       "474    False\n",
       "475    False\n",
       "476    False\n",
       "477    False\n",
       "478    False\n",
       "479    False\n",
       "480    False\n",
       "481    False\n",
       "482    False\n",
       "483    False\n",
       "484    False\n",
       "485    False\n",
       "486    False\n",
       "487    False\n",
       "488    False\n",
       "489    False\n",
       "490    False\n",
       "491    False\n",
       "492    False\n",
       "493    False\n",
       "Name: 部分投资机构, Length: 494, dtype: bool"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# isnumeric()判断是否为数字\n",
    "df[\"部分投资机构\"].str.isnumeric()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       14\n",
       "1       19\n",
       "2       22\n",
       "3       44\n",
       "4       86\n",
       "5      110\n",
       "6       19\n",
       "7       60\n",
       "8       77\n",
       "9      113\n",
       "10      11\n",
       "11      12\n",
       "12      14\n",
       "13      15\n",
       "14      15\n",
       "15     310\n",
       "16      52\n",
       "17      36\n",
       "18     170\n",
       "19      31\n",
       "20      12\n",
       "21      40\n",
       "22     136\n",
       "23      95\n",
       "24       2\n",
       "25      18\n",
       "26     125\n",
       "27      12\n",
       "28      69\n",
       "29      80\n",
       "      ... \n",
       "464     13\n",
       "465     39\n",
       "466     37\n",
       "467      7\n",
       "468      4\n",
       "469     86\n",
       "470     41\n",
       "471     55\n",
       "472    115\n",
       "473     19\n",
       "474     94\n",
       "475     23\n",
       "476     10\n",
       "477     11\n",
       "478     13\n",
       "479     63\n",
       "480     14\n",
       "481     14\n",
       "482      9\n",
       "483     12\n",
       "484     23\n",
       "485      9\n",
       "486     14\n",
       "487      9\n",
       "488     14\n",
       "489     33\n",
       "490     14\n",
       "491      2\n",
       "492     56\n",
       "493     36\n",
       "Name: 部分投资机构, Length: 494, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"部分投资机构\"].str.len()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 数字列无法使用str方法\n",
    "# df[\"估值（亿人民币）\"].str.len()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>排名</th>\n",
       "      <th>企业名称</th>\n",
       "      <th>Company Name</th>\n",
       "      <th>估值（亿人民币）</th>\n",
       "      <th>国家</th>\n",
       "      <th>城市</th>\n",
       "      <th>行业</th>\n",
       "      <th>掌门人/创始人</th>\n",
       "      <th>成立年份</th>\n",
       "      <th>部分投资机构</th>\n",
       "      <th>部分投资机构_list</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>蚂蚁金服</td>\n",
       "      <td>Ant Financial</td>\n",
       "      <td>10000</td>\n",
       "      <td>中国</td>\n",
       "      <td>杭州</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>井贤栋</td>\n",
       "      <td>2014</td>\n",
       "      <td>春华资本、中投海外、红杉资本</td>\n",
       "      <td>[春华资本, 中投海外, 红杉资本]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>Bytedance</td>\n",
       "      <td>5000</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>张一鸣</td>\n",
       "      <td>2012</td>\n",
       "      <td>红杉资本、海纳亚洲、纪源资本、启明创投</td>\n",
       "      <td>[红杉资本, 海纳亚洲, 纪源资本, 启明创投]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>滴滴出行</td>\n",
       "      <td>Didi Chuxing</td>\n",
       "      <td>3600</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>程维</td>\n",
       "      <td>2012</td>\n",
       "      <td>腾讯、阿里巴巴、红杉资本、经纬中国、纪源资本</td>\n",
       "      <td>[腾讯, 阿里巴巴, 红杉资本, 经纬中国, 纪源资本]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Infor</td>\n",
       "      <td>Infor</td>\n",
       "      <td>3500</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>云计算</td>\n",
       "      <td>Jim Schaper</td>\n",
       "      <td>2002</td>\n",
       "      <td>Golden Gate Capital, Koch Equity Development</td>\n",
       "      <td>[Golden Gate Capital, Koch Equity Development]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>3400</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>消费品</td>\n",
       "      <td>Adam Bowen, James Monsees, Kevin Burns, Tim Da...</td>\n",
       "      <td>2015</td>\n",
       "      <td>M13, Timothy Davis, Evolution VC Partners, Tig...</td>\n",
       "      <td>[M13, Timothy Davis, Evolution VC Partners, Ti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Airbnb</td>\n",
       "      <td>2700</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Brian Chesky, Joe Gebbia, Nathan Blecharczyk</td>\n",
       "      <td>2008</td>\n",
       "      <td>Tiger Global Management, Founders Fund, Y Comb...</td>\n",
       "      <td>[Tiger Global Management, Founders Fund, Y Com...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>陆金所</td>\n",
       "      <td>Lufax</td>\n",
       "      <td>2700</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>计葵生</td>\n",
       "      <td>2011</td>\n",
       "      <td>摩根士丹利、中银集团、国泰君安（香港）</td>\n",
       "      <td>[摩根士丹利, 中银集团, 国泰君安（香港）]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>SpaceX</td>\n",
       "      <td>SpaceX</td>\n",
       "      <td>2500</td>\n",
       "      <td>美国</td>\n",
       "      <td>洛杉矶</td>\n",
       "      <td>航天</td>\n",
       "      <td>Elon Musk</td>\n",
       "      <td>2002</td>\n",
       "      <td>DFJ, Founders Fund, Google, Bank of America, B...</td>\n",
       "      <td>[DFJ, Founders Fund, Google, Bank of America, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>WeWork</td>\n",
       "      <td>WeWork</td>\n",
       "      <td>2100</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Adam Neumann, Miguel McKevley</td>\n",
       "      <td>2010</td>\n",
       "      <td>Softbank, Hony Capital, Glade Brook Capital, W...</td>\n",
       "      <td>[Softbank, Hony Capital, Glade Brook Capital, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Stripe</td>\n",
       "      <td>Stripe</td>\n",
       "      <td>1600</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>John Collison, Patrick Collison</td>\n",
       "      <td>2010</td>\n",
       "      <td>CapitalG, Thrive Capital, Y Combinator, Sequoi...</td>\n",
       "      <td>[CapitalG, Thrive Capital, Y Combinator, Sequo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>微众银行</td>\n",
       "      <td>WeBank</td>\n",
       "      <td>1500</td>\n",
       "      <td>中国</td>\n",
       "      <td>深圳</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>顾敏</td>\n",
       "      <td>2014</td>\n",
       "      <td>腾讯、华平投资、淡马锡</td>\n",
       "      <td>[腾讯, 华平投资, 淡马锡]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>菜鸟网络</td>\n",
       "      <td>Cainiao</td>\n",
       "      <td>1300</td>\n",
       "      <td>中国</td>\n",
       "      <td>杭州</td>\n",
       "      <td>物流</td>\n",
       "      <td>童文红</td>\n",
       "      <td>2013</td>\n",
       "      <td>GIC、淡马锡、春华资本</td>\n",
       "      <td>[GIC, 淡马锡, 春华资本]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>京东数科</td>\n",
       "      <td>JD Digits</td>\n",
       "      <td>1300</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>陈生强</td>\n",
       "      <td>2013</td>\n",
       "      <td>红杉资本、嘉实投资、中国太平</td>\n",
       "      <td>[红杉资本, 嘉实投资, 中国太平]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>快手</td>\n",
       "      <td>Kuaishou</td>\n",
       "      <td>1200</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>宿华</td>\n",
       "      <td>2011</td>\n",
       "      <td>红杉资本、晨兴资本、百度、腾讯</td>\n",
       "      <td>[红杉资本, 晨兴资本, 百度, 腾讯]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>大疆</td>\n",
       "      <td>DJI</td>\n",
       "      <td>1000</td>\n",
       "      <td>中国</td>\n",
       "      <td>深圳</td>\n",
       "      <td>机器人</td>\n",
       "      <td>汪滔</td>\n",
       "      <td>2006</td>\n",
       "      <td>Accel、红杉资本、麦星投资</td>\n",
       "      <td>[Accel, 红杉资本, 麦星投资]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>Grab</td>\n",
       "      <td>Grab</td>\n",
       "      <td>1000</td>\n",
       "      <td>新加坡</td>\n",
       "      <td>新加坡</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Anthony Tan, Tan Hooi Ling</td>\n",
       "      <td>2012</td>\n",
       "      <td>Vertex Ventures, GGV Capital,Rheingau Founders...</td>\n",
       "      <td>[Vertex Ventures, GGV Capital,Rheingau Founder...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>15</td>\n",
       "      <td>Hulu</td>\n",
       "      <td>Hulu</td>\n",
       "      <td>1000</td>\n",
       "      <td>美国</td>\n",
       "      <td>洛杉矶</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>Elizabeth Comstock, Jason Kilar</td>\n",
       "      <td>2007</td>\n",
       "      <td>Time Warner, Walt Disney, Providence Equity Pa...</td>\n",
       "      <td>[Time Warner, Walt Disney, Providence Equity P...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>15</td>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>1000</td>\n",
       "      <td>美国</td>\n",
       "      <td>帕洛阿尔托</td>\n",
       "      <td>大数据</td>\n",
       "      <td>Alexander Karp, Garry Tan, Joe Lonsdale, Natha...</td>\n",
       "      <td>2004</td>\n",
       "      <td>Founders Fund, Kortschak Investments</td>\n",
       "      <td>[Founders Fund, Kortschak Investments]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>DoorDash</td>\n",
       "      <td>DoorDash</td>\n",
       "      <td>900</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>物流</td>\n",
       "      <td>Andy Fang, Evan Moore, Stanley Tang, Tony Xu</td>\n",
       "      <td>2013</td>\n",
       "      <td>Y Combinator, Sequoia Capital, Kleiner Perkins...</td>\n",
       "      <td>[Y Combinator, Sequoia Capital, Kleiner Perkin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>比特大陆</td>\n",
       "      <td>Bitmain</td>\n",
       "      <td>800</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>区块链</td>\n",
       "      <td>詹克团，吴忌寒</td>\n",
       "      <td>2013</td>\n",
       "      <td>红杉资本、IDG、Crimson Ventures, 创新工场</td>\n",
       "      <td>[红杉资本, IDG, Crimson Ventures, 创新工场]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>京东物流</td>\n",
       "      <td>JD Logistics</td>\n",
       "      <td>800</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>物流</td>\n",
       "      <td>王振辉</td>\n",
       "      <td>2007</td>\n",
       "      <td>高瓴资本、红杉资本、腾讯</td>\n",
       "      <td>[高瓴资本, 红杉资本, 腾讯]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>20</td>\n",
       "      <td>Samumed</td>\n",
       "      <td>Samumed</td>\n",
       "      <td>800</td>\n",
       "      <td>美国</td>\n",
       "      <td>圣地亚哥</td>\n",
       "      <td>生命科学</td>\n",
       "      <td>Osman Kibar</td>\n",
       "      <td>2008</td>\n",
       "      <td>Starling Group, Vickers Venture Partners</td>\n",
       "      <td>[Starling Group, Vickers Venture Partners]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>GO-JEK</td>\n",
       "      <td>GO-JEK</td>\n",
       "      <td>700</td>\n",
       "      <td>印度尼西亚</td>\n",
       "      <td>雅加达</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Kevin Aluwi, Michaelangelo Moran, Nadiem Makarim</td>\n",
       "      <td>2010</td>\n",
       "      <td>Openspace Ventures, Kohlberg Kravis Roberts, W...</td>\n",
       "      <td>[Openspace Ventures, Kohlberg Kravis Roberts, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>Paytm</td>\n",
       "      <td>Paytm</td>\n",
       "      <td>700</td>\n",
       "      <td>印度</td>\n",
       "      <td>诺伊达</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>Vijay Shekhar Sharma</td>\n",
       "      <td>2010</td>\n",
       "      <td>Alibaba Group, SoftBank, Berkshire Hathaway, S...</td>\n",
       "      <td>[Alibaba Group, SoftBank, Berkshire Hathaway, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>贝壳找房</td>\n",
       "      <td>Beike</td>\n",
       "      <td>600</td>\n",
       "      <td>中国</td>\n",
       "      <td>天津</td>\n",
       "      <td>房地产科技</td>\n",
       "      <td>左晖</td>\n",
       "      <td>2018</td>\n",
       "      <td>腾讯</td>\n",
       "      <td>[腾讯]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>车好多</td>\n",
       "      <td>CARS</td>\n",
       "      <td>600</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>杨浩涌</td>\n",
       "      <td>2011</td>\n",
       "      <td>红杉资本、今日资本、IDG、经纬中国</td>\n",
       "      <td>[红杉资本, 今日资本, IDG, 经纬中国]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>25</td>\n",
       "      <td>Coupang</td>\n",
       "      <td>Coupang</td>\n",
       "      <td>600</td>\n",
       "      <td>韩国</td>\n",
       "      <td>首尔</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Bom Kim</td>\n",
       "      <td>2010</td>\n",
       "      <td>SoftBank Investment Advisers, Altos Ventures, ...</td>\n",
       "      <td>[SoftBank Investment Advisers, Altos Ventures,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>25</td>\n",
       "      <td>平安医保科技</td>\n",
       "      <td>Ping An Healthcare Technology</td>\n",
       "      <td>600</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>健康科技</td>\n",
       "      <td>高菁</td>\n",
       "      <td>2016</td>\n",
       "      <td>IDG、思佰益、软银海外</td>\n",
       "      <td>[IDG, 思佰益, 软银海外]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>25</td>\n",
       "      <td>Wish</td>\n",
       "      <td>Wish</td>\n",
       "      <td>600</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Danny Zhang, Peter Szulczewski</td>\n",
       "      <td>2010</td>\n",
       "      <td>Formation 8, GGV Capital, Founders Fund, DST G...</td>\n",
       "      <td>[Formation 8, GGV Capital, Founders Fund, DST ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Coinbase</td>\n",
       "      <td>Coinbase</td>\n",
       "      <td>550</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>区块链</td>\n",
       "      <td>Brian Armstrong, Fred Ehrsam</td>\n",
       "      <td>2012</td>\n",
       "      <td>DFJ, Andreessen Horowitz, Tiger Global Managem...</td>\n",
       "      <td>[DFJ, Andreessen Horowitz, Tiger Global Manage...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>264</td>\n",
       "      <td>优刻得</td>\n",
       "      <td>UCloud</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>云计算</td>\n",
       "      <td>季昕华</td>\n",
       "      <td>2012</td>\n",
       "      <td>DCM、贝塔斯曼、君联资本</td>\n",
       "      <td>[DCM, 贝塔斯曼, 君联资本]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>264</td>\n",
       "      <td>Udaan</td>\n",
       "      <td>Udaan</td>\n",
       "      <td>70</td>\n",
       "      <td>印度</td>\n",
       "      <td>班加罗尔</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Amod Malviya, Sujeet kumar, Vaibhav Gupta</td>\n",
       "      <td>2016</td>\n",
       "      <td>Lightspeed Venture Partners, DST Global</td>\n",
       "      <td>[Lightspeed Venture Partners, DST Global]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>264</td>\n",
       "      <td>Udacity</td>\n",
       "      <td>Udacity</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>山景城</td>\n",
       "      <td>教育科技</td>\n",
       "      <td>David Stavens, Mike Sokolsky, Sebastian Thrun</td>\n",
       "      <td>2011</td>\n",
       "      <td>Bertelsmann, Andreessen Horowitz, CRV</td>\n",
       "      <td>[Bertelsmann, Andreessen Horowitz, CRV]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>264</td>\n",
       "      <td>云知声</td>\n",
       "      <td>Unisound</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>云计算</td>\n",
       "      <td>梁家恩</td>\n",
       "      <td>2012</td>\n",
       "      <td>启明创投、高通</td>\n",
       "      <td>[启明创投, 高通]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>264</td>\n",
       "      <td>V领地</td>\n",
       "      <td>V Linker</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>房地产科技</td>\n",
       "      <td>周君强</td>\n",
       "      <td>2011</td>\n",
       "      <td>华平投资</td>\n",
       "      <td>[华平投资]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>264</td>\n",
       "      <td>View</td>\n",
       "      <td>View</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>苗必达</td>\n",
       "      <td>新能源</td>\n",
       "      <td>Paul Nguyen</td>\n",
       "      <td>2007</td>\n",
       "      <td>Softbank Investment Advisors, Blackrock, TIAA,...</td>\n",
       "      <td>[Softbank Investment Advisors, Blackrock, TIAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>264</td>\n",
       "      <td>Vlocity</td>\n",
       "      <td>Vlocity</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>云计算</td>\n",
       "      <td>Craig Ramsey, David Schmaier, James Ramsey, Ma...</td>\n",
       "      <td>2014</td>\n",
       "      <td>Salesforce Ventures, Sutter Hill Ventures</td>\n",
       "      <td>[Salesforce Ventures, Sutter Hill Ventures]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>264</td>\n",
       "      <td>Vox Media</td>\n",
       "      <td>Vox Media</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>华盛顿</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>Jerome Armstrong, Joshua Topolsky, Markos Moul...</td>\n",
       "      <td>2003</td>\n",
       "      <td>NBC Universal, General Atlantic, Accel, Khosla...</td>\n",
       "      <td>[NBC Universal, General Atlantic, Accel, Khosl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>264</td>\n",
       "      <td>VTS</td>\n",
       "      <td>VTS</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>房地产科技</td>\n",
       "      <td>Brandon Weber, Donald DeSantis, Karl Baum, Nia...</td>\n",
       "      <td>2012</td>\n",
       "      <td>Bessemer Venture Partners, Thrive Capital, Ope...</td>\n",
       "      <td>[Bessemer Venture Partners, Thrive Capital, Op...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>264</td>\n",
       "      <td>挖财</td>\n",
       "      <td>Wacai</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>杭州</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>李治国</td>\n",
       "      <td>2009</td>\n",
       "      <td>新天域资本、光信资本、IDG、启明创投</td>\n",
       "      <td>[新天域资本, 光信资本, IDG, 启明创投]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>264</td>\n",
       "      <td>WalkMe</td>\n",
       "      <td>WalkMe</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>云计算</td>\n",
       "      <td>Dan Adika, Eyal Cohen, Rephael Sweary</td>\n",
       "      <td>2011</td>\n",
       "      <td>Gemini Israel Ventures, Scale Venture Partners...</td>\n",
       "      <td>[Gemini Israel Ventures, Scale Venture Partner...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>264</td>\n",
       "      <td>WeLab</td>\n",
       "      <td>WeLab</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>香港</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>龙沛智</td>\n",
       "      <td>2013</td>\n",
       "      <td>TOM集团、Khazanah、IFC、红杉资本</td>\n",
       "      <td>[TOM集团, Khazanah, IFC, 红杉资本]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>264</td>\n",
       "      <td>万能钥匙</td>\n",
       "      <td>WiFi Master key</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>软件与服务</td>\n",
       "      <td>陈大年</td>\n",
       "      <td>2013</td>\n",
       "      <td>海通开元、北极光创投</td>\n",
       "      <td>[海通开元, 北极光创投]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>264</td>\n",
       "      <td>我买网</td>\n",
       "      <td>Womai</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>张东风</td>\n",
       "      <td>2009</td>\n",
       "      <td>IDG、赛富基金、百度</td>\n",
       "      <td>[IDG, 赛富基金, 百度]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>264</td>\n",
       "      <td>汇桔网</td>\n",
       "      <td>WTOIP</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>广州</td>\n",
       "      <td>软件与服务</td>\n",
       "      <td>谢旭辉</td>\n",
       "      <td>2013</td>\n",
       "      <td>粤民投、厚朴投资、胡润百富</td>\n",
       "      <td>[粤民投, 厚朴投资, 胡润百富]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>264</td>\n",
       "      <td>Yanolja</td>\n",
       "      <td>Yanolja</td>\n",
       "      <td>70</td>\n",
       "      <td>韩国</td>\n",
       "      <td>首尔</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Lee Sujin</td>\n",
       "      <td>2005</td>\n",
       "      <td>Partners Investment, Sky Lake Investment, Book...</td>\n",
       "      <td>[Partners Investment, Sky Lake Investment, Boo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>264</td>\n",
       "      <td>要出发</td>\n",
       "      <td>Yaochufa</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>广州</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>丁根芳</td>\n",
       "      <td>2011</td>\n",
       "      <td>众信旅游、红杉资本、创新工场</td>\n",
       "      <td>[众信旅游, 红杉资本, 创新工场]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>264</td>\n",
       "      <td>越海全球</td>\n",
       "      <td>YH Global</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>深圳</td>\n",
       "      <td>物流</td>\n",
       "      <td>张泉</td>\n",
       "      <td>2012</td>\n",
       "      <td>涌铧投资、汇能金融、磐石资本</td>\n",
       "      <td>[涌铧投资, 汇能金融, 磐石资本]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>264</td>\n",
       "      <td>一点资讯</td>\n",
       "      <td>Yidianzixun</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>李亚</td>\n",
       "      <td>2012</td>\n",
       "      <td>凤凰、小米、IDG</td>\n",
       "      <td>[凤凰, 小米, IDG]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>264</td>\n",
       "      <td>易久批</td>\n",
       "      <td>Yijiupi</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>王朝成</td>\n",
       "      <td>2014</td>\n",
       "      <td>美团点评、腾讯、贝塔斯曼</td>\n",
       "      <td>[美团点评, 腾讯, 贝塔斯曼]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>264</td>\n",
       "      <td>壹米滴答</td>\n",
       "      <td>Yimidida</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>物流</td>\n",
       "      <td>杨兴运</td>\n",
       "      <td>2015</td>\n",
       "      <td>博裕资本、厚朴投资、普洛斯、源码资本、鼎晖投资</td>\n",
       "      <td>[博裕资本, 厚朴投资, 普洛斯, 源码资本, 鼎晖投资]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>264</td>\n",
       "      <td>洋码头</td>\n",
       "      <td>yMatou</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>曾碧波</td>\n",
       "      <td>2009</td>\n",
       "      <td>远镜创投、赛富基金</td>\n",
       "      <td>[远镜创投, 赛富基金]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>264</td>\n",
       "      <td>有利网</td>\n",
       "      <td>Yooli</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>吴逸然</td>\n",
       "      <td>2012</td>\n",
       "      <td>高瓴资本、晨兴资本、软银中国</td>\n",
       "      <td>[高瓴资本, 晨兴资本, 软银中国]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>264</td>\n",
       "      <td>网易有道</td>\n",
       "      <td>Youdao</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>软件与服务</td>\n",
       "      <td>周枫</td>\n",
       "      <td>2007</td>\n",
       "      <td>君联资本、慕华投资</td>\n",
       "      <td>[君联资本, 慕华投资]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>264</td>\n",
       "      <td>云鸟科技</td>\n",
       "      <td>Yunniao</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>物流</td>\n",
       "      <td>韩毅</td>\n",
       "      <td>2014</td>\n",
       "      <td>华平投资、红杉资本、经纬中国</td>\n",
       "      <td>[华平投资, 红杉资本, 经纬中国]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>264</td>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>David A. Steinberg, John Sculley</td>\n",
       "      <td>2007</td>\n",
       "      <td>GPI Capital, GSO Capital Partners</td>\n",
       "      <td>[GPI Capital, GSO Capital Partners]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>264</td>\n",
       "      <td>掌门1对1</td>\n",
       "      <td>Zhangmen</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>教育科技</td>\n",
       "      <td>张翼</td>\n",
       "      <td>2014</td>\n",
       "      <td>顺为资本、达晨创投、华平投资</td>\n",
       "      <td>[顺为资本, 达晨创投, 华平投资]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>264</td>\n",
       "      <td>转转</td>\n",
       "      <td>Zhuanzhuan</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>姚劲波</td>\n",
       "      <td>2015</td>\n",
       "      <td>腾讯</td>\n",
       "      <td>[腾讯]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>264</td>\n",
       "      <td>Zipline International</td>\n",
       "      <td>Zipline International</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>半月湾</td>\n",
       "      <td>物流</td>\n",
       "      <td>Keenan Wyrobek, Keller Rinaudo, Will Hetzler</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sequoia Capital, Visionnaire Ventures, Katalys...</td>\n",
       "      <td>[Sequoia Capital, Visionnaire Ventures, Kataly...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>264</td>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>洛杉矶</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Ian Siegel, Joe Edmonds, Ward Poulos, Willis Redd</td>\n",
       "      <td>2010</td>\n",
       "      <td>IVP (Institutional Venture Partners)</td>\n",
       "      <td>[IVP (Institutional Venture Partners)]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>494 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      排名                   企业名称                   Company Name  估值（亿人民币）  \\\n",
       "0      1                   蚂蚁金服                  Ant Financial     10000   \n",
       "1      2                   字节跳动                      Bytedance      5000   \n",
       "2      3                   滴滴出行                   Didi Chuxing      3600   \n",
       "3      4                  Infor                          Infor      3500   \n",
       "4      5              JUUL Labs                      JUUL Labs      3400   \n",
       "5      6                    爱彼迎                         Airbnb      2700   \n",
       "6      6                    陆金所                          Lufax      2700   \n",
       "7      8                 SpaceX                         SpaceX      2500   \n",
       "8      9                 WeWork                         WeWork      2100   \n",
       "9     10                 Stripe                         Stripe      1600   \n",
       "10    11                   微众银行                         WeBank      1500   \n",
       "11    12                   菜鸟网络                        Cainiao      1300   \n",
       "12    12                   京东数科                      JD Digits      1300   \n",
       "13    14                     快手                       Kuaishou      1200   \n",
       "14    15                     大疆                            DJI      1000   \n",
       "15    15                   Grab                           Grab      1000   \n",
       "16    15                   Hulu                           Hulu      1000   \n",
       "17    15  Palantir Technologies          Palantir Technologies      1000   \n",
       "18    19               DoorDash                       DoorDash       900   \n",
       "19    20                   比特大陆                        Bitmain       800   \n",
       "20    20                   京东物流                   JD Logistics       800   \n",
       "21    20                Samumed                        Samumed       800   \n",
       "22    23                 GO-JEK                         GO-JEK       700   \n",
       "23    23                  Paytm                          Paytm       700   \n",
       "24    25                   贝壳找房                          Beike       600   \n",
       "25    25                    车好多                           CARS       600   \n",
       "26    25                Coupang                        Coupang       600   \n",
       "27    25                 平安医保科技  Ping An Healthcare Technology       600   \n",
       "28    25                   Wish                           Wish       600   \n",
       "29    30               Coinbase                       Coinbase       550   \n",
       "..   ...                    ...                            ...       ...   \n",
       "464  264                    优刻得                         UCloud        70   \n",
       "465  264                  Udaan                          Udaan        70   \n",
       "466  264                Udacity                        Udacity        70   \n",
       "467  264                    云知声                       Unisound        70   \n",
       "468  264                    V领地                       V Linker        70   \n",
       "469  264                   View                           View        70   \n",
       "470  264                Vlocity                        Vlocity        70   \n",
       "471  264              Vox Media                      Vox Media        70   \n",
       "472  264                    VTS                            VTS        70   \n",
       "473  264                     挖财                          Wacai        70   \n",
       "474  264                 WalkMe                         WalkMe        70   \n",
       "475  264                  WeLab                          WeLab        70   \n",
       "476  264                   万能钥匙                WiFi Master key        70   \n",
       "477  264                    我买网                          Womai        70   \n",
       "478  264                    汇桔网                          WTOIP        70   \n",
       "479  264                Yanolja                        Yanolja        70   \n",
       "480  264                    要出发                       Yaochufa        70   \n",
       "481  264                   越海全球                      YH Global        70   \n",
       "482  264                   一点资讯                    Yidianzixun        70   \n",
       "483  264                    易久批                        Yijiupi        70   \n",
       "484  264                   壹米滴答                       Yimidida        70   \n",
       "485  264                    洋码头                         yMatou        70   \n",
       "486  264                    有利网                          Yooli        70   \n",
       "487  264                   网易有道                         Youdao        70   \n",
       "488  264                   云鸟科技                        Yunniao        70   \n",
       "489  264            Zeta Global                    Zeta Global        70   \n",
       "490  264                  掌门1对1                       Zhangmen        70   \n",
       "491  264                     转转                     Zhuanzhuan        70   \n",
       "492  264  Zipline International          Zipline International        70   \n",
       "493  264           ZipRecruiter                   ZipRecruiter        70   \n",
       "\n",
       "        国家     城市     行业                                            掌门人/创始人  \\\n",
       "0       中国     杭州   金融科技                                                井贤栋   \n",
       "1       中国     北京  媒体和娱乐                                                张一鸣   \n",
       "2       中国     北京   共享经济                                                 程维   \n",
       "3       美国     纽约    云计算                                        Jim Schaper   \n",
       "4       美国    旧金山    消费品  Adam Bowen, James Monsees, Kevin Burns, Tim Da...   \n",
       "5       美国    旧金山   共享经济       Brian Chesky, Joe Gebbia, Nathan Blecharczyk   \n",
       "6       中国     上海   金融科技                                                计葵生   \n",
       "7       美国    洛杉矶     航天                                          Elon Musk   \n",
       "8       美国     纽约   共享经济                      Adam Neumann, Miguel McKevley   \n",
       "9       美国    旧金山   金融科技                    John Collison, Patrick Collison   \n",
       "10      中国     深圳   金融科技                                                 顾敏   \n",
       "11      中国     杭州     物流                                                童文红   \n",
       "12      中国     北京   金融科技                                                陈生强   \n",
       "13      中国     北京  媒体和娱乐                                                 宿华   \n",
       "14      中国     深圳    机器人                                                 汪滔   \n",
       "15     新加坡    新加坡   共享经济                         Anthony Tan, Tan Hooi Ling   \n",
       "16      美国    洛杉矶  媒体和娱乐                    Elizabeth Comstock, Jason Kilar   \n",
       "17      美国  帕洛阿尔托    大数据  Alexander Karp, Garry Tan, Joe Lonsdale, Natha...   \n",
       "18      美国    旧金山     物流       Andy Fang, Evan Moore, Stanley Tang, Tony Xu   \n",
       "19      中国     北京    区块链                                            詹克团，吴忌寒   \n",
       "20      中国     北京     物流                                                王振辉   \n",
       "21      美国   圣地亚哥   生命科学                                        Osman Kibar   \n",
       "22   印度尼西亚    雅加达   共享经济   Kevin Aluwi, Michaelangelo Moran, Nadiem Makarim   \n",
       "23      印度    诺伊达   金融科技                               Vijay Shekhar Sharma   \n",
       "24      中国     天津  房地产科技                                                 左晖   \n",
       "25      中国     北京   电子商务                                                杨浩涌   \n",
       "26      韩国     首尔   电子商务                                            Bom Kim   \n",
       "27      中国     上海   健康科技                                                 高菁   \n",
       "28      美国    旧金山   电子商务                     Danny Zhang, Peter Szulczewski   \n",
       "29      美国    旧金山    区块链                       Brian Armstrong, Fred Ehrsam   \n",
       "..     ...    ...    ...                                                ...   \n",
       "464     中国     上海    云计算                                                季昕华   \n",
       "465     印度   班加罗尔   电子商务          Amod Malviya, Sujeet kumar, Vaibhav Gupta   \n",
       "466     美国    山景城   教育科技      David Stavens, Mike Sokolsky, Sebastian Thrun   \n",
       "467     中国     北京    云计算                                                梁家恩   \n",
       "468     中国     上海  房地产科技                                                周君强   \n",
       "469     美国    苗必达    新能源                                        Paul Nguyen   \n",
       "470     美国    旧金山    云计算  Craig Ramsey, David Schmaier, James Ramsey, Ma...   \n",
       "471     美国    华盛顿  媒体和娱乐  Jerome Armstrong, Joshua Topolsky, Markos Moul...   \n",
       "472     美国     纽约  房地产科技  Brandon Weber, Donald DeSantis, Karl Baum, Nia...   \n",
       "473     中国     杭州   金融科技                                                李治国   \n",
       "474     美国    旧金山    云计算              Dan Adika, Eyal Cohen, Rephael Sweary   \n",
       "475     中国     香港   金融科技                                                龙沛智   \n",
       "476     中国     上海  软件与服务                                                陈大年   \n",
       "477     中国     北京   电子商务                                                张东风   \n",
       "478     中国     广州  软件与服务                                                谢旭辉   \n",
       "479     韩国     首尔   电子商务                                          Lee Sujin   \n",
       "480     中国     广州   电子商务                                                丁根芳   \n",
       "481     中国     深圳     物流                                                 张泉   \n",
       "482     中国     北京  媒体和娱乐                                                 李亚   \n",
       "483     中国     北京   电子商务                                                王朝成   \n",
       "484     中国     上海     物流                                                杨兴运   \n",
       "485     中国     上海   电子商务                                                曾碧波   \n",
       "486     中国     北京   金融科技                                                吴逸然   \n",
       "487     中国     北京  软件与服务                                                 周枫   \n",
       "488     中国     北京     物流                                                 韩毅   \n",
       "489     美国     纽约   人工智能                   David A. Steinberg, John Sculley   \n",
       "490     中国     上海   教育科技                                                 张翼   \n",
       "491     中国     北京   电子商务                                                姚劲波   \n",
       "492     美国    半月湾     物流       Keenan Wyrobek, Keller Rinaudo, Will Hetzler   \n",
       "493     美国    洛杉矶   电子商务  Ian Siegel, Joe Edmonds, Ward Poulos, Willis Redd   \n",
       "\n",
       "     成立年份                                             部分投资机构  \\\n",
       "0    2014                                     春华资本、中投海外、红杉资本   \n",
       "1    2012                                红杉资本、海纳亚洲、纪源资本、启明创投   \n",
       "2    2012                             腾讯、阿里巴巴、红杉资本、经纬中国、纪源资本   \n",
       "3    2002       Golden Gate Capital, Koch Equity Development   \n",
       "4    2015  M13, Timothy Davis, Evolution VC Partners, Tig...   \n",
       "5    2008  Tiger Global Management, Founders Fund, Y Comb...   \n",
       "6    2011                                摩根士丹利、中银集团、国泰君安（香港）   \n",
       "7    2002  DFJ, Founders Fund, Google, Bank of America, B...   \n",
       "8    2010  Softbank, Hony Capital, Glade Brook Capital, W...   \n",
       "9    2010  CapitalG, Thrive Capital, Y Combinator, Sequoi...   \n",
       "10   2014                                        腾讯、华平投资、淡马锡   \n",
       "11   2013                                       GIC、淡马锡、春华资本   \n",
       "12   2013                                     红杉资本、嘉实投资、中国太平   \n",
       "13   2011                                    红杉资本、晨兴资本、百度、腾讯   \n",
       "14   2006                                    Accel、红杉资本、麦星投资   \n",
       "15   2012  Vertex Ventures, GGV Capital,Rheingau Founders...   \n",
       "16   2007  Time Warner, Walt Disney, Providence Equity Pa...   \n",
       "17   2004               Founders Fund, Kortschak Investments   \n",
       "18   2013  Y Combinator, Sequoia Capital, Kleiner Perkins...   \n",
       "19   2013                    红杉资本、IDG、Crimson Ventures, 创新工场   \n",
       "20   2007                                       高瓴资本、红杉资本、腾讯   \n",
       "21   2008           Starling Group, Vickers Venture Partners   \n",
       "22   2010  Openspace Ventures, Kohlberg Kravis Roberts, W...   \n",
       "23   2010  Alibaba Group, SoftBank, Berkshire Hathaway, S...   \n",
       "24   2018                                                 腾讯   \n",
       "25   2011                                 红杉资本、今日资本、IDG、经纬中国   \n",
       "26   2010  SoftBank Investment Advisers, Altos Ventures, ...   \n",
       "27   2016                                       IDG、思佰益、软银海外   \n",
       "28   2010  Formation 8, GGV Capital, Founders Fund, DST G...   \n",
       "29   2012  DFJ, Andreessen Horowitz, Tiger Global Managem...   \n",
       "..    ...                                                ...   \n",
       "464  2012                                      DCM、贝塔斯曼、君联资本   \n",
       "465  2016            Lightspeed Venture Partners, DST Global   \n",
       "466  2011              Bertelsmann, Andreessen Horowitz, CRV   \n",
       "467  2012                                            启明创投、高通   \n",
       "468  2011                                               华平投资   \n",
       "469  2007  Softbank Investment Advisors, Blackrock, TIAA,...   \n",
       "470  2014          Salesforce Ventures, Sutter Hill Ventures   \n",
       "471  2003  NBC Universal, General Atlantic, Accel, Khosla...   \n",
       "472  2012  Bessemer Venture Partners, Thrive Capital, Ope...   \n",
       "473  2009                                新天域资本、光信资本、IDG、启明创投   \n",
       "474  2011  Gemini Israel Ventures, Scale Venture Partners...   \n",
       "475  2013                            TOM集团、Khazanah、IFC、红杉资本   \n",
       "476  2013                                         海通开元、北极光创投   \n",
       "477  2009                                        IDG、赛富基金、百度   \n",
       "478  2013                                      粤民投、厚朴投资、胡润百富   \n",
       "479  2005  Partners Investment, Sky Lake Investment, Book...   \n",
       "480  2011                                     众信旅游、红杉资本、创新工场   \n",
       "481  2012                                     涌铧投资、汇能金融、磐石资本   \n",
       "482  2012                                          凤凰、小米、IDG   \n",
       "483  2014                                       美团点评、腾讯、贝塔斯曼   \n",
       "484  2015                            博裕资本、厚朴投资、普洛斯、源码资本、鼎晖投资   \n",
       "485  2009                                          远镜创投、赛富基金   \n",
       "486  2012                                     高瓴资本、晨兴资本、软银中国   \n",
       "487  2007                                          君联资本、慕华投资   \n",
       "488  2014                                     华平投资、红杉资本、经纬中国   \n",
       "489  2007                  GPI Capital, GSO Capital Partners   \n",
       "490  2014                                     顺为资本、达晨创投、华平投资   \n",
       "491  2015                                                 腾讯   \n",
       "492  2014  Sequoia Capital, Visionnaire Ventures, Katalys...   \n",
       "493  2010               IVP (Institutional Venture Partners)   \n",
       "\n",
       "                                           部分投资机构_list  \n",
       "0                                   [春华资本, 中投海外, 红杉资本]  \n",
       "1                             [红杉资本, 海纳亚洲, 纪源资本, 启明创投]  \n",
       "2                         [腾讯, 阿里巴巴, 红杉资本, 经纬中国, 纪源资本]  \n",
       "3       [Golden Gate Capital, Koch Equity Development]  \n",
       "4    [M13, Timothy Davis, Evolution VC Partners, Ti...  \n",
       "5    [Tiger Global Management, Founders Fund, Y Com...  \n",
       "6                              [摩根士丹利, 中银集团, 国泰君安（香港）]  \n",
       "7    [DFJ, Founders Fund, Google, Bank of America, ...  \n",
       "8    [Softbank, Hony Capital, Glade Brook Capital, ...  \n",
       "9    [CapitalG, Thrive Capital, Y Combinator, Sequo...  \n",
       "10                                     [腾讯, 华平投资, 淡马锡]  \n",
       "11                                    [GIC, 淡马锡, 春华资本]  \n",
       "12                                  [红杉资本, 嘉实投资, 中国太平]  \n",
       "13                                [红杉资本, 晨兴资本, 百度, 腾讯]  \n",
       "14                                 [Accel, 红杉资本, 麦星投资]  \n",
       "15   [Vertex Ventures, GGV Capital,Rheingau Founder...  \n",
       "16   [Time Warner, Walt Disney, Providence Equity P...  \n",
       "17              [Founders Fund, Kortschak Investments]  \n",
       "18   [Y Combinator, Sequoia Capital, Kleiner Perkin...  \n",
       "19                 [红杉资本, IDG, Crimson Ventures, 创新工场]  \n",
       "20                                    [高瓴资本, 红杉资本, 腾讯]  \n",
       "21          [Starling Group, Vickers Venture Partners]  \n",
       "22   [Openspace Ventures, Kohlberg Kravis Roberts, ...  \n",
       "23   [Alibaba Group, SoftBank, Berkshire Hathaway, ...  \n",
       "24                                                [腾讯]  \n",
       "25                             [红杉资本, 今日资本, IDG, 经纬中国]  \n",
       "26   [SoftBank Investment Advisers, Altos Ventures,...  \n",
       "27                                    [IDG, 思佰益, 软银海外]  \n",
       "28   [Formation 8, GGV Capital, Founders Fund, DST ...  \n",
       "29   [DFJ, Andreessen Horowitz, Tiger Global Manage...  \n",
       "..                                                 ...  \n",
       "464                                  [DCM, 贝塔斯曼, 君联资本]  \n",
       "465          [Lightspeed Venture Partners, DST Global]  \n",
       "466            [Bertelsmann, Andreessen Horowitz, CRV]  \n",
       "467                                         [启明创投, 高通]  \n",
       "468                                             [华平投资]  \n",
       "469  [Softbank Investment Advisors, Blackrock, TIAA...  \n",
       "470        [Salesforce Ventures, Sutter Hill Ventures]  \n",
       "471  [NBC Universal, General Atlantic, Accel, Khosl...  \n",
       "472  [Bessemer Venture Partners, Thrive Capital, Op...  \n",
       "473                           [新天域资本, 光信资本, IDG, 启明创投]  \n",
       "474  [Gemini Israel Ventures, Scale Venture Partner...  \n",
       "475                       [TOM集团, Khazanah, IFC, 红杉资本]  \n",
       "476                                      [海通开元, 北极光创投]  \n",
       "477                                    [IDG, 赛富基金, 百度]  \n",
       "478                                  [粤民投, 厚朴投资, 胡润百富]  \n",
       "479  [Partners Investment, Sky Lake Investment, Boo...  \n",
       "480                                 [众信旅游, 红杉资本, 创新工场]  \n",
       "481                                 [涌铧投资, 汇能金融, 磐石资本]  \n",
       "482                                      [凤凰, 小米, IDG]  \n",
       "483                                   [美团点评, 腾讯, 贝塔斯曼]  \n",
       "484                      [博裕资本, 厚朴投资, 普洛斯, 源码资本, 鼎晖投资]  \n",
       "485                                       [远镜创投, 赛富基金]  \n",
       "486                                 [高瓴资本, 晨兴资本, 软银中国]  \n",
       "487                                       [君联资本, 慕华投资]  \n",
       "488                                 [华平投资, 红杉资本, 经纬中国]  \n",
       "489                [GPI Capital, GSO Capital Partners]  \n",
       "490                                 [顺为资本, 达晨创投, 华平投资]  \n",
       "491                                               [腾讯]  \n",
       "492  [Sequoia Capital, Visionnaire Ventures, Kataly...  \n",
       "493             [IVP (Institutional Venture Partners)]  \n",
       "\n",
       "[494 rows x 11 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 直接赋值\n",
    "df.loc[:,\"部分投资机构_list\"] = df[\"部分投资机构\"].str.split('、')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>排名</th>\n",
       "      <th>企业名称</th>\n",
       "      <th>Company Name</th>\n",
       "      <th>估值（亿人民币）</th>\n",
       "      <th>国家</th>\n",
       "      <th>城市</th>\n",
       "      <th>行业</th>\n",
       "      <th>掌门人/创始人</th>\n",
       "      <th>成立年份</th>\n",
       "      <th>部分投资机构</th>\n",
       "      <th>部分投资机构_list</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>序号</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>蚂蚁金服</td>\n",
       "      <td>Ant Financial</td>\n",
       "      <td>10000</td>\n",
       "      <td>中国</td>\n",
       "      <td>杭州</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>井贤栋</td>\n",
       "      <td>2014</td>\n",
       "      <td>春华资本、中投海外、红杉资本</td>\n",
       "      <td>[春华资本, 中投海外, 红杉资本]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>Bytedance</td>\n",
       "      <td>5000</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>张一鸣</td>\n",
       "      <td>2012</td>\n",
       "      <td>红杉资本、海纳亚洲、纪源资本、启明创投</td>\n",
       "      <td>[红杉资本, 海纳亚洲, 纪源资本, 启明创投]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>滴滴出行</td>\n",
       "      <td>Didi Chuxing</td>\n",
       "      <td>3600</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>程维</td>\n",
       "      <td>2012</td>\n",
       "      <td>腾讯、阿里巴巴、红杉资本、经纬中国、纪源资本</td>\n",
       "      <td>[腾讯, 阿里巴巴, 红杉资本, 经纬中国, 纪源资本]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Infor</td>\n",
       "      <td>Infor</td>\n",
       "      <td>3500</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>云计算</td>\n",
       "      <td>Jim Schaper</td>\n",
       "      <td>2002</td>\n",
       "      <td>Golden Gate Capital, Koch Equity Development</td>\n",
       "      <td>[Golden Gate Capital, Koch Equity Development]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>3400</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>消费品</td>\n",
       "      <td>Adam Bowen, James Monsees, Kevin Burns, Tim Da...</td>\n",
       "      <td>2015</td>\n",
       "      <td>M13, Timothy Davis, Evolution VC Partners, Tig...</td>\n",
       "      <td>[M13, Timothy Davis, Evolution VC Partners, Ti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Airbnb</td>\n",
       "      <td>2700</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Brian Chesky, Joe Gebbia, Nathan Blecharczyk</td>\n",
       "      <td>2008</td>\n",
       "      <td>Tiger Global Management, Founders Fund, Y Comb...</td>\n",
       "      <td>[Tiger Global Management, Founders Fund, Y Com...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>陆金所</td>\n",
       "      <td>Lufax</td>\n",
       "      <td>2700</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>计葵生</td>\n",
       "      <td>2011</td>\n",
       "      <td>摩根士丹利、中银集团、国泰君安（香港）</td>\n",
       "      <td>[摩根士丹利, 中银集团, 国泰君安（香港）]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>SpaceX</td>\n",
       "      <td>SpaceX</td>\n",
       "      <td>2500</td>\n",
       "      <td>美国</td>\n",
       "      <td>洛杉矶</td>\n",
       "      <td>航天</td>\n",
       "      <td>Elon Musk</td>\n",
       "      <td>2002</td>\n",
       "      <td>DFJ, Founders Fund, Google, Bank of America, B...</td>\n",
       "      <td>[DFJ, Founders Fund, Google, Bank of America, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>WeWork</td>\n",
       "      <td>WeWork</td>\n",
       "      <td>2100</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Adam Neumann, Miguel McKevley</td>\n",
       "      <td>2010</td>\n",
       "      <td>Softbank, Hony Capital, Glade Brook Capital, W...</td>\n",
       "      <td>[Softbank, Hony Capital, Glade Brook Capital, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Stripe</td>\n",
       "      <td>Stripe</td>\n",
       "      <td>1600</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>John Collison, Patrick Collison</td>\n",
       "      <td>2010</td>\n",
       "      <td>CapitalG, Thrive Capital, Y Combinator, Sequoi...</td>\n",
       "      <td>[CapitalG, Thrive Capital, Y Combinator, Sequo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>微众银行</td>\n",
       "      <td>WeBank</td>\n",
       "      <td>1500</td>\n",
       "      <td>中国</td>\n",
       "      <td>深圳</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>顾敏</td>\n",
       "      <td>2014</td>\n",
       "      <td>腾讯、华平投资、淡马锡</td>\n",
       "      <td>[腾讯, 华平投资, 淡马锡]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>菜鸟网络</td>\n",
       "      <td>Cainiao</td>\n",
       "      <td>1300</td>\n",
       "      <td>中国</td>\n",
       "      <td>杭州</td>\n",
       "      <td>物流</td>\n",
       "      <td>童文红</td>\n",
       "      <td>2013</td>\n",
       "      <td>GIC、淡马锡、春华资本</td>\n",
       "      <td>[GIC, 淡马锡, 春华资本]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>京东数科</td>\n",
       "      <td>JD Digits</td>\n",
       "      <td>1300</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>陈生强</td>\n",
       "      <td>2013</td>\n",
       "      <td>红杉资本、嘉实投资、中国太平</td>\n",
       "      <td>[红杉资本, 嘉实投资, 中国太平]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>快手</td>\n",
       "      <td>Kuaishou</td>\n",
       "      <td>1200</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>宿华</td>\n",
       "      <td>2011</td>\n",
       "      <td>红杉资本、晨兴资本、百度、腾讯</td>\n",
       "      <td>[红杉资本, 晨兴资本, 百度, 腾讯]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>大疆</td>\n",
       "      <td>DJI</td>\n",
       "      <td>1000</td>\n",
       "      <td>中国</td>\n",
       "      <td>深圳</td>\n",
       "      <td>机器人</td>\n",
       "      <td>汪滔</td>\n",
       "      <td>2006</td>\n",
       "      <td>Accel、红杉资本、麦星投资</td>\n",
       "      <td>[Accel, 红杉资本, 麦星投资]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>Grab</td>\n",
       "      <td>Grab</td>\n",
       "      <td>1000</td>\n",
       "      <td>新加坡</td>\n",
       "      <td>新加坡</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Anthony Tan, Tan Hooi Ling</td>\n",
       "      <td>2012</td>\n",
       "      <td>Vertex Ventures, GGV Capital,Rheingau Founders...</td>\n",
       "      <td>[Vertex Ventures, GGV Capital,Rheingau Founder...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>15</td>\n",
       "      <td>Hulu</td>\n",
       "      <td>Hulu</td>\n",
       "      <td>1000</td>\n",
       "      <td>美国</td>\n",
       "      <td>洛杉矶</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>Elizabeth Comstock, Jason Kilar</td>\n",
       "      <td>2007</td>\n",
       "      <td>Time Warner, Walt Disney, Providence Equity Pa...</td>\n",
       "      <td>[Time Warner, Walt Disney, Providence Equity P...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>15</td>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>1000</td>\n",
       "      <td>美国</td>\n",
       "      <td>帕洛阿尔托</td>\n",
       "      <td>大数据</td>\n",
       "      <td>Alexander Karp, Garry Tan, Joe Lonsdale, Natha...</td>\n",
       "      <td>2004</td>\n",
       "      <td>Founders Fund, Kortschak Investments</td>\n",
       "      <td>[Founders Fund, Kortschak Investments]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>DoorDash</td>\n",
       "      <td>DoorDash</td>\n",
       "      <td>900</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>物流</td>\n",
       "      <td>Andy Fang, Evan Moore, Stanley Tang, Tony Xu</td>\n",
       "      <td>2013</td>\n",
       "      <td>Y Combinator, Sequoia Capital, Kleiner Perkins...</td>\n",
       "      <td>[Y Combinator, Sequoia Capital, Kleiner Perkin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>比特大陆</td>\n",
       "      <td>Bitmain</td>\n",
       "      <td>800</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>区块链</td>\n",
       "      <td>詹克团，吴忌寒</td>\n",
       "      <td>2013</td>\n",
       "      <td>红杉资本、IDG、Crimson Ventures, 创新工场</td>\n",
       "      <td>[红杉资本, IDG, Crimson Ventures, 创新工场]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>京东物流</td>\n",
       "      <td>JD Logistics</td>\n",
       "      <td>800</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>物流</td>\n",
       "      <td>王振辉</td>\n",
       "      <td>2007</td>\n",
       "      <td>高瓴资本、红杉资本、腾讯</td>\n",
       "      <td>[高瓴资本, 红杉资本, 腾讯]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>20</td>\n",
       "      <td>Samumed</td>\n",
       "      <td>Samumed</td>\n",
       "      <td>800</td>\n",
       "      <td>美国</td>\n",
       "      <td>圣地亚哥</td>\n",
       "      <td>生命科学</td>\n",
       "      <td>Osman Kibar</td>\n",
       "      <td>2008</td>\n",
       "      <td>Starling Group, Vickers Venture Partners</td>\n",
       "      <td>[Starling Group, Vickers Venture Partners]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>GO-JEK</td>\n",
       "      <td>GO-JEK</td>\n",
       "      <td>700</td>\n",
       "      <td>印度尼西亚</td>\n",
       "      <td>雅加达</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Kevin Aluwi, Michaelangelo Moran, Nadiem Makarim</td>\n",
       "      <td>2010</td>\n",
       "      <td>Openspace Ventures, Kohlberg Kravis Roberts, W...</td>\n",
       "      <td>[Openspace Ventures, Kohlberg Kravis Roberts, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>Paytm</td>\n",
       "      <td>Paytm</td>\n",
       "      <td>700</td>\n",
       "      <td>印度</td>\n",
       "      <td>诺伊达</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>Vijay Shekhar Sharma</td>\n",
       "      <td>2010</td>\n",
       "      <td>Alibaba Group, SoftBank, Berkshire Hathaway, S...</td>\n",
       "      <td>[Alibaba Group, SoftBank, Berkshire Hathaway, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>贝壳找房</td>\n",
       "      <td>Beike</td>\n",
       "      <td>600</td>\n",
       "      <td>中国</td>\n",
       "      <td>天津</td>\n",
       "      <td>房地产科技</td>\n",
       "      <td>左晖</td>\n",
       "      <td>2018</td>\n",
       "      <td>腾讯</td>\n",
       "      <td>[腾讯]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>车好多</td>\n",
       "      <td>CARS</td>\n",
       "      <td>600</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>杨浩涌</td>\n",
       "      <td>2011</td>\n",
       "      <td>红杉资本、今日资本、IDG、经纬中国</td>\n",
       "      <td>[红杉资本, 今日资本, IDG, 经纬中国]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>25</td>\n",
       "      <td>Coupang</td>\n",
       "      <td>Coupang</td>\n",
       "      <td>600</td>\n",
       "      <td>韩国</td>\n",
       "      <td>首尔</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Bom Kim</td>\n",
       "      <td>2010</td>\n",
       "      <td>SoftBank Investment Advisers, Altos Ventures, ...</td>\n",
       "      <td>[SoftBank Investment Advisers, Altos Ventures,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>25</td>\n",
       "      <td>平安医保科技</td>\n",
       "      <td>Ping An Healthcare Technology</td>\n",
       "      <td>600</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>健康科技</td>\n",
       "      <td>高菁</td>\n",
       "      <td>2016</td>\n",
       "      <td>IDG、思佰益、软银海外</td>\n",
       "      <td>[IDG, 思佰益, 软银海外]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>25</td>\n",
       "      <td>Wish</td>\n",
       "      <td>Wish</td>\n",
       "      <td>600</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Danny Zhang, Peter Szulczewski</td>\n",
       "      <td>2010</td>\n",
       "      <td>Formation 8, GGV Capital, Founders Fund, DST G...</td>\n",
       "      <td>[Formation 8, GGV Capital, Founders Fund, DST ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Coinbase</td>\n",
       "      <td>Coinbase</td>\n",
       "      <td>550</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>区块链</td>\n",
       "      <td>Brian Armstrong, Fred Ehrsam</td>\n",
       "      <td>2012</td>\n",
       "      <td>DFJ, Andreessen Horowitz, Tiger Global Managem...</td>\n",
       "      <td>[DFJ, Andreessen Horowitz, Tiger Global Manage...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>264</td>\n",
       "      <td>优刻得</td>\n",
       "      <td>UCloud</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>云计算</td>\n",
       "      <td>季昕华</td>\n",
       "      <td>2012</td>\n",
       "      <td>DCM、贝塔斯曼、君联资本</td>\n",
       "      <td>[DCM, 贝塔斯曼, 君联资本]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>264</td>\n",
       "      <td>Udaan</td>\n",
       "      <td>Udaan</td>\n",
       "      <td>70</td>\n",
       "      <td>印度</td>\n",
       "      <td>班加罗尔</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Amod Malviya, Sujeet kumar, Vaibhav Gupta</td>\n",
       "      <td>2016</td>\n",
       "      <td>Lightspeed Venture Partners, DST Global</td>\n",
       "      <td>[Lightspeed Venture Partners, DST Global]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>264</td>\n",
       "      <td>Udacity</td>\n",
       "      <td>Udacity</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>山景城</td>\n",
       "      <td>教育科技</td>\n",
       "      <td>David Stavens, Mike Sokolsky, Sebastian Thrun</td>\n",
       "      <td>2011</td>\n",
       "      <td>Bertelsmann, Andreessen Horowitz, CRV</td>\n",
       "      <td>[Bertelsmann, Andreessen Horowitz, CRV]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>264</td>\n",
       "      <td>云知声</td>\n",
       "      <td>Unisound</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>云计算</td>\n",
       "      <td>梁家恩</td>\n",
       "      <td>2012</td>\n",
       "      <td>启明创投、高通</td>\n",
       "      <td>[启明创投, 高通]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>264</td>\n",
       "      <td>V领地</td>\n",
       "      <td>V Linker</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>房地产科技</td>\n",
       "      <td>周君强</td>\n",
       "      <td>2011</td>\n",
       "      <td>华平投资</td>\n",
       "      <td>[华平投资]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>264</td>\n",
       "      <td>View</td>\n",
       "      <td>View</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>苗必达</td>\n",
       "      <td>新能源</td>\n",
       "      <td>Paul Nguyen</td>\n",
       "      <td>2007</td>\n",
       "      <td>Softbank Investment Advisors, Blackrock, TIAA,...</td>\n",
       "      <td>[Softbank Investment Advisors, Blackrock, TIAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>264</td>\n",
       "      <td>Vlocity</td>\n",
       "      <td>Vlocity</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>云计算</td>\n",
       "      <td>Craig Ramsey, David Schmaier, James Ramsey, Ma...</td>\n",
       "      <td>2014</td>\n",
       "      <td>Salesforce Ventures, Sutter Hill Ventures</td>\n",
       "      <td>[Salesforce Ventures, Sutter Hill Ventures]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>264</td>\n",
       "      <td>Vox Media</td>\n",
       "      <td>Vox Media</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>华盛顿</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>Jerome Armstrong, Joshua Topolsky, Markos Moul...</td>\n",
       "      <td>2003</td>\n",
       "      <td>NBC Universal, General Atlantic, Accel, Khosla...</td>\n",
       "      <td>[NBC Universal, General Atlantic, Accel, Khosl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>264</td>\n",
       "      <td>VTS</td>\n",
       "      <td>VTS</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>房地产科技</td>\n",
       "      <td>Brandon Weber, Donald DeSantis, Karl Baum, Nia...</td>\n",
       "      <td>2012</td>\n",
       "      <td>Bessemer Venture Partners, Thrive Capital, Ope...</td>\n",
       "      <td>[Bessemer Venture Partners, Thrive Capital, Op...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>264</td>\n",
       "      <td>挖财</td>\n",
       "      <td>Wacai</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>杭州</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>李治国</td>\n",
       "      <td>2009</td>\n",
       "      <td>新天域资本、光信资本、IDG、启明创投</td>\n",
       "      <td>[新天域资本, 光信资本, IDG, 启明创投]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>264</td>\n",
       "      <td>WalkMe</td>\n",
       "      <td>WalkMe</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>云计算</td>\n",
       "      <td>Dan Adika, Eyal Cohen, Rephael Sweary</td>\n",
       "      <td>2011</td>\n",
       "      <td>Gemini Israel Ventures, Scale Venture Partners...</td>\n",
       "      <td>[Gemini Israel Ventures, Scale Venture Partner...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>264</td>\n",
       "      <td>WeLab</td>\n",
       "      <td>WeLab</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>香港</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>龙沛智</td>\n",
       "      <td>2013</td>\n",
       "      <td>TOM集团、Khazanah、IFC、红杉资本</td>\n",
       "      <td>[TOM集团, Khazanah, IFC, 红杉资本]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>264</td>\n",
       "      <td>万能钥匙</td>\n",
       "      <td>WiFi Master key</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>软件与服务</td>\n",
       "      <td>陈大年</td>\n",
       "      <td>2013</td>\n",
       "      <td>海通开元、北极光创投</td>\n",
       "      <td>[海通开元, 北极光创投]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>264</td>\n",
       "      <td>我买网</td>\n",
       "      <td>Womai</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>张东风</td>\n",
       "      <td>2009</td>\n",
       "      <td>IDG、赛富基金、百度</td>\n",
       "      <td>[IDG, 赛富基金, 百度]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>264</td>\n",
       "      <td>汇桔网</td>\n",
       "      <td>WTOIP</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>广州</td>\n",
       "      <td>软件与服务</td>\n",
       "      <td>谢旭辉</td>\n",
       "      <td>2013</td>\n",
       "      <td>粤民投、厚朴投资、胡润百富</td>\n",
       "      <td>[粤民投, 厚朴投资, 胡润百富]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>264</td>\n",
       "      <td>Yanolja</td>\n",
       "      <td>Yanolja</td>\n",
       "      <td>70</td>\n",
       "      <td>韩国</td>\n",
       "      <td>首尔</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Lee Sujin</td>\n",
       "      <td>2005</td>\n",
       "      <td>Partners Investment, Sky Lake Investment, Book...</td>\n",
       "      <td>[Partners Investment, Sky Lake Investment, Boo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>264</td>\n",
       "      <td>要出发</td>\n",
       "      <td>Yaochufa</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>广州</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>丁根芳</td>\n",
       "      <td>2011</td>\n",
       "      <td>众信旅游、红杉资本、创新工场</td>\n",
       "      <td>[众信旅游, 红杉资本, 创新工场]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>264</td>\n",
       "      <td>越海全球</td>\n",
       "      <td>YH Global</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>深圳</td>\n",
       "      <td>物流</td>\n",
       "      <td>张泉</td>\n",
       "      <td>2012</td>\n",
       "      <td>涌铧投资、汇能金融、磐石资本</td>\n",
       "      <td>[涌铧投资, 汇能金融, 磐石资本]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>264</td>\n",
       "      <td>一点资讯</td>\n",
       "      <td>Yidianzixun</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>李亚</td>\n",
       "      <td>2012</td>\n",
       "      <td>凤凰、小米、IDG</td>\n",
       "      <td>[凤凰, 小米, IDG]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>264</td>\n",
       "      <td>易久批</td>\n",
       "      <td>Yijiupi</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>王朝成</td>\n",
       "      <td>2014</td>\n",
       "      <td>美团点评、腾讯、贝塔斯曼</td>\n",
       "      <td>[美团点评, 腾讯, 贝塔斯曼]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>264</td>\n",
       "      <td>壹米滴答</td>\n",
       "      <td>Yimidida</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>物流</td>\n",
       "      <td>杨兴运</td>\n",
       "      <td>2015</td>\n",
       "      <td>博裕资本、厚朴投资、普洛斯、源码资本、鼎晖投资</td>\n",
       "      <td>[博裕资本, 厚朴投资, 普洛斯, 源码资本, 鼎晖投资]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>264</td>\n",
       "      <td>洋码头</td>\n",
       "      <td>yMatou</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>曾碧波</td>\n",
       "      <td>2009</td>\n",
       "      <td>远镜创投、赛富基金</td>\n",
       "      <td>[远镜创投, 赛富基金]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>264</td>\n",
       "      <td>有利网</td>\n",
       "      <td>Yooli</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>吴逸然</td>\n",
       "      <td>2012</td>\n",
       "      <td>高瓴资本、晨兴资本、软银中国</td>\n",
       "      <td>[高瓴资本, 晨兴资本, 软银中国]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>264</td>\n",
       "      <td>网易有道</td>\n",
       "      <td>Youdao</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>软件与服务</td>\n",
       "      <td>周枫</td>\n",
       "      <td>2007</td>\n",
       "      <td>君联资本、慕华投资</td>\n",
       "      <td>[君联资本, 慕华投资]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>264</td>\n",
       "      <td>云鸟科技</td>\n",
       "      <td>Yunniao</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>物流</td>\n",
       "      <td>韩毅</td>\n",
       "      <td>2014</td>\n",
       "      <td>华平投资、红杉资本、经纬中国</td>\n",
       "      <td>[华平投资, 红杉资本, 经纬中国]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>264</td>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>David A. Steinberg, John Sculley</td>\n",
       "      <td>2007</td>\n",
       "      <td>GPI Capital, GSO Capital Partners</td>\n",
       "      <td>[GPI Capital, GSO Capital Partners]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>264</td>\n",
       "      <td>掌门1对1</td>\n",
       "      <td>Zhangmen</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>教育科技</td>\n",
       "      <td>张翼</td>\n",
       "      <td>2014</td>\n",
       "      <td>顺为资本、达晨创投、华平投资</td>\n",
       "      <td>[顺为资本, 达晨创投, 华平投资]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>264</td>\n",
       "      <td>转转</td>\n",
       "      <td>Zhuanzhuan</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>姚劲波</td>\n",
       "      <td>2015</td>\n",
       "      <td>腾讯</td>\n",
       "      <td>[腾讯]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>264</td>\n",
       "      <td>Zipline International</td>\n",
       "      <td>Zipline International</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>半月湾</td>\n",
       "      <td>物流</td>\n",
       "      <td>Keenan Wyrobek, Keller Rinaudo, Will Hetzler</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sequoia Capital, Visionnaire Ventures, Katalys...</td>\n",
       "      <td>[Sequoia Capital, Visionnaire Ventures, Kataly...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>264</td>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>洛杉矶</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Ian Siegel, Joe Edmonds, Ward Poulos, Willis Redd</td>\n",
       "      <td>2010</td>\n",
       "      <td>IVP (Institutional Venture Partners)</td>\n",
       "      <td>[IVP (Institutional Venture Partners)]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>494 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      排名                   企业名称                   Company Name  估值（亿人民币）  \\\n",
       "序号                                                                         \n",
       "0      1                   蚂蚁金服                  Ant Financial     10000   \n",
       "1      2                   字节跳动                      Bytedance      5000   \n",
       "2      3                   滴滴出行                   Didi Chuxing      3600   \n",
       "3      4                  Infor                          Infor      3500   \n",
       "4      5              JUUL Labs                      JUUL Labs      3400   \n",
       "5      6                    爱彼迎                         Airbnb      2700   \n",
       "6      6                    陆金所                          Lufax      2700   \n",
       "7      8                 SpaceX                         SpaceX      2500   \n",
       "8      9                 WeWork                         WeWork      2100   \n",
       "9     10                 Stripe                         Stripe      1600   \n",
       "10    11                   微众银行                         WeBank      1500   \n",
       "11    12                   菜鸟网络                        Cainiao      1300   \n",
       "12    12                   京东数科                      JD Digits      1300   \n",
       "13    14                     快手                       Kuaishou      1200   \n",
       "14    15                     大疆                            DJI      1000   \n",
       "15    15                   Grab                           Grab      1000   \n",
       "16    15                   Hulu                           Hulu      1000   \n",
       "17    15  Palantir Technologies          Palantir Technologies      1000   \n",
       "18    19               DoorDash                       DoorDash       900   \n",
       "19    20                   比特大陆                        Bitmain       800   \n",
       "20    20                   京东物流                   JD Logistics       800   \n",
       "21    20                Samumed                        Samumed       800   \n",
       "22    23                 GO-JEK                         GO-JEK       700   \n",
       "23    23                  Paytm                          Paytm       700   \n",
       "24    25                   贝壳找房                          Beike       600   \n",
       "25    25                    车好多                           CARS       600   \n",
       "26    25                Coupang                        Coupang       600   \n",
       "27    25                 平安医保科技  Ping An Healthcare Technology       600   \n",
       "28    25                   Wish                           Wish       600   \n",
       "29    30               Coinbase                       Coinbase       550   \n",
       "..   ...                    ...                            ...       ...   \n",
       "464  264                    优刻得                         UCloud        70   \n",
       "465  264                  Udaan                          Udaan        70   \n",
       "466  264                Udacity                        Udacity        70   \n",
       "467  264                    云知声                       Unisound        70   \n",
       "468  264                    V领地                       V Linker        70   \n",
       "469  264                   View                           View        70   \n",
       "470  264                Vlocity                        Vlocity        70   \n",
       "471  264              Vox Media                      Vox Media        70   \n",
       "472  264                    VTS                            VTS        70   \n",
       "473  264                     挖财                          Wacai        70   \n",
       "474  264                 WalkMe                         WalkMe        70   \n",
       "475  264                  WeLab                          WeLab        70   \n",
       "476  264                   万能钥匙                WiFi Master key        70   \n",
       "477  264                    我买网                          Womai        70   \n",
       "478  264                    汇桔网                          WTOIP        70   \n",
       "479  264                Yanolja                        Yanolja        70   \n",
       "480  264                    要出发                       Yaochufa        70   \n",
       "481  264                   越海全球                      YH Global        70   \n",
       "482  264                   一点资讯                    Yidianzixun        70   \n",
       "483  264                    易久批                        Yijiupi        70   \n",
       "484  264                   壹米滴答                       Yimidida        70   \n",
       "485  264                    洋码头                         yMatou        70   \n",
       "486  264                    有利网                          Yooli        70   \n",
       "487  264                   网易有道                         Youdao        70   \n",
       "488  264                   云鸟科技                        Yunniao        70   \n",
       "489  264            Zeta Global                    Zeta Global        70   \n",
       "490  264                  掌门1对1                       Zhangmen        70   \n",
       "491  264                     转转                     Zhuanzhuan        70   \n",
       "492  264  Zipline International          Zipline International        70   \n",
       "493  264           ZipRecruiter                   ZipRecruiter        70   \n",
       "\n",
       "        国家     城市     行业                                            掌门人/创始人  \\\n",
       "序号                                                                            \n",
       "0       中国     杭州   金融科技                                                井贤栋   \n",
       "1       中国     北京  媒体和娱乐                                                张一鸣   \n",
       "2       中国     北京   共享经济                                                 程维   \n",
       "3       美国     纽约    云计算                                        Jim Schaper   \n",
       "4       美国    旧金山    消费品  Adam Bowen, James Monsees, Kevin Burns, Tim Da...   \n",
       "5       美国    旧金山   共享经济       Brian Chesky, Joe Gebbia, Nathan Blecharczyk   \n",
       "6       中国     上海   金融科技                                                计葵生   \n",
       "7       美国    洛杉矶     航天                                          Elon Musk   \n",
       "8       美国     纽约   共享经济                      Adam Neumann, Miguel McKevley   \n",
       "9       美国    旧金山   金融科技                    John Collison, Patrick Collison   \n",
       "10      中国     深圳   金融科技                                                 顾敏   \n",
       "11      中国     杭州     物流                                                童文红   \n",
       "12      中国     北京   金融科技                                                陈生强   \n",
       "13      中国     北京  媒体和娱乐                                                 宿华   \n",
       "14      中国     深圳    机器人                                                 汪滔   \n",
       "15     新加坡    新加坡   共享经济                         Anthony Tan, Tan Hooi Ling   \n",
       "16      美国    洛杉矶  媒体和娱乐                    Elizabeth Comstock, Jason Kilar   \n",
       "17      美国  帕洛阿尔托    大数据  Alexander Karp, Garry Tan, Joe Lonsdale, Natha...   \n",
       "18      美国    旧金山     物流       Andy Fang, Evan Moore, Stanley Tang, Tony Xu   \n",
       "19      中国     北京    区块链                                            詹克团，吴忌寒   \n",
       "20      中国     北京     物流                                                王振辉   \n",
       "21      美国   圣地亚哥   生命科学                                        Osman Kibar   \n",
       "22   印度尼西亚    雅加达   共享经济   Kevin Aluwi, Michaelangelo Moran, Nadiem Makarim   \n",
       "23      印度    诺伊达   金融科技                               Vijay Shekhar Sharma   \n",
       "24      中国     天津  房地产科技                                                 左晖   \n",
       "25      中国     北京   电子商务                                                杨浩涌   \n",
       "26      韩国     首尔   电子商务                                            Bom Kim   \n",
       "27      中国     上海   健康科技                                                 高菁   \n",
       "28      美国    旧金山   电子商务                     Danny Zhang, Peter Szulczewski   \n",
       "29      美国    旧金山    区块链                       Brian Armstrong, Fred Ehrsam   \n",
       "..     ...    ...    ...                                                ...   \n",
       "464     中国     上海    云计算                                                季昕华   \n",
       "465     印度   班加罗尔   电子商务          Amod Malviya, Sujeet kumar, Vaibhav Gupta   \n",
       "466     美国    山景城   教育科技      David Stavens, Mike Sokolsky, Sebastian Thrun   \n",
       "467     中国     北京    云计算                                                梁家恩   \n",
       "468     中国     上海  房地产科技                                                周君强   \n",
       "469     美国    苗必达    新能源                                        Paul Nguyen   \n",
       "470     美国    旧金山    云计算  Craig Ramsey, David Schmaier, James Ramsey, Ma...   \n",
       "471     美国    华盛顿  媒体和娱乐  Jerome Armstrong, Joshua Topolsky, Markos Moul...   \n",
       "472     美国     纽约  房地产科技  Brandon Weber, Donald DeSantis, Karl Baum, Nia...   \n",
       "473     中国     杭州   金融科技                                                李治国   \n",
       "474     美国    旧金山    云计算              Dan Adika, Eyal Cohen, Rephael Sweary   \n",
       "475     中国     香港   金融科技                                                龙沛智   \n",
       "476     中国     上海  软件与服务                                                陈大年   \n",
       "477     中国     北京   电子商务                                                张东风   \n",
       "478     中国     广州  软件与服务                                                谢旭辉   \n",
       "479     韩国     首尔   电子商务                                          Lee Sujin   \n",
       "480     中国     广州   电子商务                                                丁根芳   \n",
       "481     中国     深圳     物流                                                 张泉   \n",
       "482     中国     北京  媒体和娱乐                                                 李亚   \n",
       "483     中国     北京   电子商务                                                王朝成   \n",
       "484     中国     上海     物流                                                杨兴运   \n",
       "485     中国     上海   电子商务                                                曾碧波   \n",
       "486     中国     北京   金融科技                                                吴逸然   \n",
       "487     中国     北京  软件与服务                                                 周枫   \n",
       "488     中国     北京     物流                                                 韩毅   \n",
       "489     美国     纽约   人工智能                   David A. Steinberg, John Sculley   \n",
       "490     中国     上海   教育科技                                                 张翼   \n",
       "491     中国     北京   电子商务                                                姚劲波   \n",
       "492     美国    半月湾     物流       Keenan Wyrobek, Keller Rinaudo, Will Hetzler   \n",
       "493     美国    洛杉矶   电子商务  Ian Siegel, Joe Edmonds, Ward Poulos, Willis Redd   \n",
       "\n",
       "     成立年份                                             部分投资机构  \\\n",
       "序号                                                             \n",
       "0    2014                                     春华资本、中投海外、红杉资本   \n",
       "1    2012                                红杉资本、海纳亚洲、纪源资本、启明创投   \n",
       "2    2012                             腾讯、阿里巴巴、红杉资本、经纬中国、纪源资本   \n",
       "3    2002       Golden Gate Capital, Koch Equity Development   \n",
       "4    2015  M13, Timothy Davis, Evolution VC Partners, Tig...   \n",
       "5    2008  Tiger Global Management, Founders Fund, Y Comb...   \n",
       "6    2011                                摩根士丹利、中银集团、国泰君安（香港）   \n",
       "7    2002  DFJ, Founders Fund, Google, Bank of America, B...   \n",
       "8    2010  Softbank, Hony Capital, Glade Brook Capital, W...   \n",
       "9    2010  CapitalG, Thrive Capital, Y Combinator, Sequoi...   \n",
       "10   2014                                        腾讯、华平投资、淡马锡   \n",
       "11   2013                                       GIC、淡马锡、春华资本   \n",
       "12   2013                                     红杉资本、嘉实投资、中国太平   \n",
       "13   2011                                    红杉资本、晨兴资本、百度、腾讯   \n",
       "14   2006                                    Accel、红杉资本、麦星投资   \n",
       "15   2012  Vertex Ventures, GGV Capital,Rheingau Founders...   \n",
       "16   2007  Time Warner, Walt Disney, Providence Equity Pa...   \n",
       "17   2004               Founders Fund, Kortschak Investments   \n",
       "18   2013  Y Combinator, Sequoia Capital, Kleiner Perkins...   \n",
       "19   2013                    红杉资本、IDG、Crimson Ventures, 创新工场   \n",
       "20   2007                                       高瓴资本、红杉资本、腾讯   \n",
       "21   2008           Starling Group, Vickers Venture Partners   \n",
       "22   2010  Openspace Ventures, Kohlberg Kravis Roberts, W...   \n",
       "23   2010  Alibaba Group, SoftBank, Berkshire Hathaway, S...   \n",
       "24   2018                                                 腾讯   \n",
       "25   2011                                 红杉资本、今日资本、IDG、经纬中国   \n",
       "26   2010  SoftBank Investment Advisers, Altos Ventures, ...   \n",
       "27   2016                                       IDG、思佰益、软银海外   \n",
       "28   2010  Formation 8, GGV Capital, Founders Fund, DST G...   \n",
       "29   2012  DFJ, Andreessen Horowitz, Tiger Global Managem...   \n",
       "..    ...                                                ...   \n",
       "464  2012                                      DCM、贝塔斯曼、君联资本   \n",
       "465  2016            Lightspeed Venture Partners, DST Global   \n",
       "466  2011              Bertelsmann, Andreessen Horowitz, CRV   \n",
       "467  2012                                            启明创投、高通   \n",
       "468  2011                                               华平投资   \n",
       "469  2007  Softbank Investment Advisors, Blackrock, TIAA,...   \n",
       "470  2014          Salesforce Ventures, Sutter Hill Ventures   \n",
       "471  2003  NBC Universal, General Atlantic, Accel, Khosla...   \n",
       "472  2012  Bessemer Venture Partners, Thrive Capital, Ope...   \n",
       "473  2009                                新天域资本、光信资本、IDG、启明创投   \n",
       "474  2011  Gemini Israel Ventures, Scale Venture Partners...   \n",
       "475  2013                            TOM集团、Khazanah、IFC、红杉资本   \n",
       "476  2013                                         海通开元、北极光创投   \n",
       "477  2009                                        IDG、赛富基金、百度   \n",
       "478  2013                                      粤民投、厚朴投资、胡润百富   \n",
       "479  2005  Partners Investment, Sky Lake Investment, Book...   \n",
       "480  2011                                     众信旅游、红杉资本、创新工场   \n",
       "481  2012                                     涌铧投资、汇能金融、磐石资本   \n",
       "482  2012                                          凤凰、小米、IDG   \n",
       "483  2014                                       美团点评、腾讯、贝塔斯曼   \n",
       "484  2015                            博裕资本、厚朴投资、普洛斯、源码资本、鼎晖投资   \n",
       "485  2009                                          远镜创投、赛富基金   \n",
       "486  2012                                     高瓴资本、晨兴资本、软银中国   \n",
       "487  2007                                          君联资本、慕华投资   \n",
       "488  2014                                     华平投资、红杉资本、经纬中国   \n",
       "489  2007                  GPI Capital, GSO Capital Partners   \n",
       "490  2014                                     顺为资本、达晨创投、华平投资   \n",
       "491  2015                                                 腾讯   \n",
       "492  2014  Sequoia Capital, Visionnaire Ventures, Katalys...   \n",
       "493  2010               IVP (Institutional Venture Partners)   \n",
       "\n",
       "                                           部分投资机构_list  \n",
       "序号                                                      \n",
       "0                                   [春华资本, 中投海外, 红杉资本]  \n",
       "1                             [红杉资本, 海纳亚洲, 纪源资本, 启明创投]  \n",
       "2                         [腾讯, 阿里巴巴, 红杉资本, 经纬中国, 纪源资本]  \n",
       "3       [Golden Gate Capital, Koch Equity Development]  \n",
       "4    [M13, Timothy Davis, Evolution VC Partners, Ti...  \n",
       "5    [Tiger Global Management, Founders Fund, Y Com...  \n",
       "6                              [摩根士丹利, 中银集团, 国泰君安（香港）]  \n",
       "7    [DFJ, Founders Fund, Google, Bank of America, ...  \n",
       "8    [Softbank, Hony Capital, Glade Brook Capital, ...  \n",
       "9    [CapitalG, Thrive Capital, Y Combinator, Sequo...  \n",
       "10                                     [腾讯, 华平投资, 淡马锡]  \n",
       "11                                    [GIC, 淡马锡, 春华资本]  \n",
       "12                                  [红杉资本, 嘉实投资, 中国太平]  \n",
       "13                                [红杉资本, 晨兴资本, 百度, 腾讯]  \n",
       "14                                 [Accel, 红杉资本, 麦星投资]  \n",
       "15   [Vertex Ventures, GGV Capital,Rheingau Founder...  \n",
       "16   [Time Warner, Walt Disney, Providence Equity P...  \n",
       "17              [Founders Fund, Kortschak Investments]  \n",
       "18   [Y Combinator, Sequoia Capital, Kleiner Perkin...  \n",
       "19                 [红杉资本, IDG, Crimson Ventures, 创新工场]  \n",
       "20                                    [高瓴资本, 红杉资本, 腾讯]  \n",
       "21          [Starling Group, Vickers Venture Partners]  \n",
       "22   [Openspace Ventures, Kohlberg Kravis Roberts, ...  \n",
       "23   [Alibaba Group, SoftBank, Berkshire Hathaway, ...  \n",
       "24                                                [腾讯]  \n",
       "25                             [红杉资本, 今日资本, IDG, 经纬中国]  \n",
       "26   [SoftBank Investment Advisers, Altos Ventures,...  \n",
       "27                                    [IDG, 思佰益, 软银海外]  \n",
       "28   [Formation 8, GGV Capital, Founders Fund, DST ...  \n",
       "29   [DFJ, Andreessen Horowitz, Tiger Global Manage...  \n",
       "..                                                 ...  \n",
       "464                                  [DCM, 贝塔斯曼, 君联资本]  \n",
       "465          [Lightspeed Venture Partners, DST Global]  \n",
       "466            [Bertelsmann, Andreessen Horowitz, CRV]  \n",
       "467                                         [启明创投, 高通]  \n",
       "468                                             [华平投资]  \n",
       "469  [Softbank Investment Advisors, Blackrock, TIAA...  \n",
       "470        [Salesforce Ventures, Sutter Hill Ventures]  \n",
       "471  [NBC Universal, General Atlantic, Accel, Khosl...  \n",
       "472  [Bessemer Venture Partners, Thrive Capital, Op...  \n",
       "473                           [新天域资本, 光信资本, IDG, 启明创投]  \n",
       "474  [Gemini Israel Ventures, Scale Venture Partner...  \n",
       "475                       [TOM集团, Khazanah, IFC, 红杉资本]  \n",
       "476                                      [海通开元, 北极光创投]  \n",
       "477                                    [IDG, 赛富基金, 百度]  \n",
       "478                                  [粤民投, 厚朴投资, 胡润百富]  \n",
       "479  [Partners Investment, Sky Lake Investment, Boo...  \n",
       "480                                 [众信旅游, 红杉资本, 创新工场]  \n",
       "481                                 [涌铧投资, 汇能金融, 磐石资本]  \n",
       "482                                      [凤凰, 小米, IDG]  \n",
       "483                                   [美团点评, 腾讯, 贝塔斯曼]  \n",
       "484                      [博裕资本, 厚朴投资, 普洛斯, 源码资本, 鼎晖投资]  \n",
       "485                                       [远镜创投, 赛富基金]  \n",
       "486                                 [高瓴资本, 晨兴资本, 软银中国]  \n",
       "487                                       [君联资本, 慕华投资]  \n",
       "488                                 [华平投资, 红杉资本, 经纬中国]  \n",
       "489                [GPI Capital, GSO Capital Partners]  \n",
       "490                                 [顺为资本, 达晨创投, 华平投资]  \n",
       "491                                               [腾讯]  \n",
       "492  [Sequoia Capital, Visionnaire Ventures, Kataly...  \n",
       "493             [IVP (Institutional Venture Partners)]  \n",
       "\n",
       "[494 rows x 11 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# assign方法\n",
    "# 一次添加一个新的列\n",
    "df.assign(部分投资机构_list = lambda x : x[\"部分投资机构\"].str.split(\"[、，，]\"))\n",
    "# lambda函数就是匿名函数，匿名函数就是没有名字的函数；它允许你快速定义单行的最小函数，可以用在任何需要函数的地方：\n",
    "# 例如 lambda x,y :x+y   ------   x,y便是参数，冒号后面的x+y便是函数返回的值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>排名</th>\n",
       "      <th>企业名称</th>\n",
       "      <th>Company Name</th>\n",
       "      <th>估值（亿人民币）</th>\n",
       "      <th>国家</th>\n",
       "      <th>城市</th>\n",
       "      <th>行业</th>\n",
       "      <th>掌门人/创始人</th>\n",
       "      <th>成立年份</th>\n",
       "      <th>部分投资机构</th>\n",
       "      <th>部分投资机构_list</th>\n",
       "      <th>掌门人_list</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>蚂蚁金服</td>\n",
       "      <td>Ant Financial</td>\n",
       "      <td>10000</td>\n",
       "      <td>中国</td>\n",
       "      <td>杭州</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>井贤栋</td>\n",
       "      <td>2014</td>\n",
       "      <td>春华资本、中投海外、红杉资本</td>\n",
       "      <td>[春华资本, 中投海外, 红杉资本]</td>\n",
       "      <td>[井贤栋]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>Bytedance</td>\n",
       "      <td>5000</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>张一鸣</td>\n",
       "      <td>2012</td>\n",
       "      <td>红杉资本、海纳亚洲、纪源资本、启明创投</td>\n",
       "      <td>[红杉资本, 海纳亚洲, 纪源资本, 启明创投]</td>\n",
       "      <td>[张一鸣]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>滴滴出行</td>\n",
       "      <td>Didi Chuxing</td>\n",
       "      <td>3600</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>程维</td>\n",
       "      <td>2012</td>\n",
       "      <td>腾讯、阿里巴巴、红杉资本、经纬中国、纪源资本</td>\n",
       "      <td>[腾讯, 阿里巴巴, 红杉资本, 经纬中国, 纪源资本]</td>\n",
       "      <td>[程维]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Infor</td>\n",
       "      <td>Infor</td>\n",
       "      <td>3500</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>云计算</td>\n",
       "      <td>Jim Schaper</td>\n",
       "      <td>2002</td>\n",
       "      <td>Golden Gate Capital, Koch Equity Development</td>\n",
       "      <td>[Golden Gate Capital,  Koch Equity Development]</td>\n",
       "      <td>[Jim Schaper]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>3400</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>消费品</td>\n",
       "      <td>Adam Bowen, James Monsees, Kevin Burns, Tim Da...</td>\n",
       "      <td>2015</td>\n",
       "      <td>M13, Timothy Davis, Evolution VC Partners, Tig...</td>\n",
       "      <td>[M13,  Timothy Davis,  Evolution VC Partners, ...</td>\n",
       "      <td>[Adam Bowen,  James Monsees,  Kevin Burns,  Ti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Airbnb</td>\n",
       "      <td>2700</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Brian Chesky, Joe Gebbia, Nathan Blecharczyk</td>\n",
       "      <td>2008</td>\n",
       "      <td>Tiger Global Management, Founders Fund, Y Comb...</td>\n",
       "      <td>[Tiger Global Management,  Founders Fund,  Y C...</td>\n",
       "      <td>[Brian Chesky,  Joe Gebbia,  Nathan Blecharczyk]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>陆金所</td>\n",
       "      <td>Lufax</td>\n",
       "      <td>2700</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>计葵生</td>\n",
       "      <td>2011</td>\n",
       "      <td>摩根士丹利、中银集团、国泰君安（香港）</td>\n",
       "      <td>[摩根士丹利, 中银集团, 国泰君安（香港）]</td>\n",
       "      <td>[计葵生]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>SpaceX</td>\n",
       "      <td>SpaceX</td>\n",
       "      <td>2500</td>\n",
       "      <td>美国</td>\n",
       "      <td>洛杉矶</td>\n",
       "      <td>航天</td>\n",
       "      <td>Elon Musk</td>\n",
       "      <td>2002</td>\n",
       "      <td>DFJ, Founders Fund, Google, Bank of America, B...</td>\n",
       "      <td>[DFJ,  Founders Fund,  Google,  Bank of Americ...</td>\n",
       "      <td>[Elon Musk]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>WeWork</td>\n",
       "      <td>WeWork</td>\n",
       "      <td>2100</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Adam Neumann, Miguel McKevley</td>\n",
       "      <td>2010</td>\n",
       "      <td>Softbank, Hony Capital, Glade Brook Capital, W...</td>\n",
       "      <td>[Softbank,  Hony Capital,  Glade Brook Capital...</td>\n",
       "      <td>[Adam Neumann,  Miguel McKevley]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Stripe</td>\n",
       "      <td>Stripe</td>\n",
       "      <td>1600</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>John Collison, Patrick Collison</td>\n",
       "      <td>2010</td>\n",
       "      <td>CapitalG, Thrive Capital, Y Combinator, Sequoi...</td>\n",
       "      <td>[CapitalG,  Thrive Capital,  Y Combinator,  Se...</td>\n",
       "      <td>[John Collison,  Patrick Collison]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>微众银行</td>\n",
       "      <td>WeBank</td>\n",
       "      <td>1500</td>\n",
       "      <td>中国</td>\n",
       "      <td>深圳</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>顾敏</td>\n",
       "      <td>2014</td>\n",
       "      <td>腾讯、华平投资、淡马锡</td>\n",
       "      <td>[腾讯, 华平投资, 淡马锡]</td>\n",
       "      <td>[顾敏]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>菜鸟网络</td>\n",
       "      <td>Cainiao</td>\n",
       "      <td>1300</td>\n",
       "      <td>中国</td>\n",
       "      <td>杭州</td>\n",
       "      <td>物流</td>\n",
       "      <td>童文红</td>\n",
       "      <td>2013</td>\n",
       "      <td>GIC、淡马锡、春华资本</td>\n",
       "      <td>[GIC, 淡马锡, 春华资本]</td>\n",
       "      <td>[童文红]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>京东数科</td>\n",
       "      <td>JD Digits</td>\n",
       "      <td>1300</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>陈生强</td>\n",
       "      <td>2013</td>\n",
       "      <td>红杉资本、嘉实投资、中国太平</td>\n",
       "      <td>[红杉资本, 嘉实投资, 中国太平]</td>\n",
       "      <td>[陈生强]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>快手</td>\n",
       "      <td>Kuaishou</td>\n",
       "      <td>1200</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>宿华</td>\n",
       "      <td>2011</td>\n",
       "      <td>红杉资本、晨兴资本、百度、腾讯</td>\n",
       "      <td>[红杉资本, 晨兴资本, 百度, 腾讯]</td>\n",
       "      <td>[宿华]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>大疆</td>\n",
       "      <td>DJI</td>\n",
       "      <td>1000</td>\n",
       "      <td>中国</td>\n",
       "      <td>深圳</td>\n",
       "      <td>机器人</td>\n",
       "      <td>汪滔</td>\n",
       "      <td>2006</td>\n",
       "      <td>Accel、红杉资本、麦星投资</td>\n",
       "      <td>[Accel, 红杉资本, 麦星投资]</td>\n",
       "      <td>[汪滔]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>Grab</td>\n",
       "      <td>Grab</td>\n",
       "      <td>1000</td>\n",
       "      <td>新加坡</td>\n",
       "      <td>新加坡</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Anthony Tan, Tan Hooi Ling</td>\n",
       "      <td>2012</td>\n",
       "      <td>Vertex Ventures, GGV Capital,Rheingau Founders...</td>\n",
       "      <td>[Vertex Ventures,  GGV Capital, Rheingau Found...</td>\n",
       "      <td>[Anthony Tan,  Tan Hooi Ling]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>15</td>\n",
       "      <td>Hulu</td>\n",
       "      <td>Hulu</td>\n",
       "      <td>1000</td>\n",
       "      <td>美国</td>\n",
       "      <td>洛杉矶</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>Elizabeth Comstock, Jason Kilar</td>\n",
       "      <td>2007</td>\n",
       "      <td>Time Warner, Walt Disney, Providence Equity Pa...</td>\n",
       "      <td>[Time Warner,  Walt Disney,  Providence Equity...</td>\n",
       "      <td>[Elizabeth Comstock,  Jason Kilar]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>15</td>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>1000</td>\n",
       "      <td>美国</td>\n",
       "      <td>帕洛阿尔托</td>\n",
       "      <td>大数据</td>\n",
       "      <td>Alexander Karp, Garry Tan, Joe Lonsdale, Natha...</td>\n",
       "      <td>2004</td>\n",
       "      <td>Founders Fund, Kortschak Investments</td>\n",
       "      <td>[Founders Fund,  Kortschak Investments]</td>\n",
       "      <td>[Alexander Karp,  Garry Tan,  Joe Lonsdale,  N...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>DoorDash</td>\n",
       "      <td>DoorDash</td>\n",
       "      <td>900</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>物流</td>\n",
       "      <td>Andy Fang, Evan Moore, Stanley Tang, Tony Xu</td>\n",
       "      <td>2013</td>\n",
       "      <td>Y Combinator, Sequoia Capital, Kleiner Perkins...</td>\n",
       "      <td>[Y Combinator,  Sequoia Capital,  Kleiner Perk...</td>\n",
       "      <td>[Andy Fang,  Evan Moore,  Stanley Tang,  Tony Xu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>比特大陆</td>\n",
       "      <td>Bitmain</td>\n",
       "      <td>800</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>区块链</td>\n",
       "      <td>詹克团，吴忌寒</td>\n",
       "      <td>2013</td>\n",
       "      <td>红杉资本、IDG、Crimson Ventures, 创新工场</td>\n",
       "      <td>[红杉资本, IDG, Crimson Ventures,  创新工场]</td>\n",
       "      <td>[詹克团，吴忌寒]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>京东物流</td>\n",
       "      <td>JD Logistics</td>\n",
       "      <td>800</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>物流</td>\n",
       "      <td>王振辉</td>\n",
       "      <td>2007</td>\n",
       "      <td>高瓴资本、红杉资本、腾讯</td>\n",
       "      <td>[高瓴资本, 红杉资本, 腾讯]</td>\n",
       "      <td>[王振辉]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>20</td>\n",
       "      <td>Samumed</td>\n",
       "      <td>Samumed</td>\n",
       "      <td>800</td>\n",
       "      <td>美国</td>\n",
       "      <td>圣地亚哥</td>\n",
       "      <td>生命科学</td>\n",
       "      <td>Osman Kibar</td>\n",
       "      <td>2008</td>\n",
       "      <td>Starling Group, Vickers Venture Partners</td>\n",
       "      <td>[Starling Group,  Vickers Venture Partners]</td>\n",
       "      <td>[Osman Kibar]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>GO-JEK</td>\n",
       "      <td>GO-JEK</td>\n",
       "      <td>700</td>\n",
       "      <td>印度尼西亚</td>\n",
       "      <td>雅加达</td>\n",
       "      <td>共享经济</td>\n",
       "      <td>Kevin Aluwi, Michaelangelo Moran, Nadiem Makarim</td>\n",
       "      <td>2010</td>\n",
       "      <td>Openspace Ventures, Kohlberg Kravis Roberts, W...</td>\n",
       "      <td>[Openspace Ventures,  Kohlberg Kravis Roberts,...</td>\n",
       "      <td>[Kevin Aluwi,  Michaelangelo Moran,  Nadiem Ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>Paytm</td>\n",
       "      <td>Paytm</td>\n",
       "      <td>700</td>\n",
       "      <td>印度</td>\n",
       "      <td>诺伊达</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>Vijay Shekhar Sharma</td>\n",
       "      <td>2010</td>\n",
       "      <td>Alibaba Group, SoftBank, Berkshire Hathaway, S...</td>\n",
       "      <td>[Alibaba Group,  SoftBank,  Berkshire Hathaway...</td>\n",
       "      <td>[Vijay Shekhar Sharma]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>贝壳找房</td>\n",
       "      <td>Beike</td>\n",
       "      <td>600</td>\n",
       "      <td>中国</td>\n",
       "      <td>天津</td>\n",
       "      <td>房地产科技</td>\n",
       "      <td>左晖</td>\n",
       "      <td>2018</td>\n",
       "      <td>腾讯</td>\n",
       "      <td>[腾讯]</td>\n",
       "      <td>[左晖]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>车好多</td>\n",
       "      <td>CARS</td>\n",
       "      <td>600</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>杨浩涌</td>\n",
       "      <td>2011</td>\n",
       "      <td>红杉资本、今日资本、IDG、经纬中国</td>\n",
       "      <td>[红杉资本, 今日资本, IDG, 经纬中国]</td>\n",
       "      <td>[杨浩涌]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>25</td>\n",
       "      <td>Coupang</td>\n",
       "      <td>Coupang</td>\n",
       "      <td>600</td>\n",
       "      <td>韩国</td>\n",
       "      <td>首尔</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Bom Kim</td>\n",
       "      <td>2010</td>\n",
       "      <td>SoftBank Investment Advisers, Altos Ventures, ...</td>\n",
       "      <td>[SoftBank Investment Advisers,  Altos Ventures...</td>\n",
       "      <td>[Bom Kim]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>25</td>\n",
       "      <td>平安医保科技</td>\n",
       "      <td>Ping An Healthcare Technology</td>\n",
       "      <td>600</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>健康科技</td>\n",
       "      <td>高菁</td>\n",
       "      <td>2016</td>\n",
       "      <td>IDG、思佰益、软银海外</td>\n",
       "      <td>[IDG, 思佰益, 软银海外]</td>\n",
       "      <td>[高菁]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>25</td>\n",
       "      <td>Wish</td>\n",
       "      <td>Wish</td>\n",
       "      <td>600</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Danny Zhang, Peter Szulczewski</td>\n",
       "      <td>2010</td>\n",
       "      <td>Formation 8, GGV Capital, Founders Fund, DST G...</td>\n",
       "      <td>[Formation 8,  GGV Capital,  Founders Fund,  D...</td>\n",
       "      <td>[Danny Zhang,  Peter Szulczewski]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Coinbase</td>\n",
       "      <td>Coinbase</td>\n",
       "      <td>550</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>区块链</td>\n",
       "      <td>Brian Armstrong, Fred Ehrsam</td>\n",
       "      <td>2012</td>\n",
       "      <td>DFJ, Andreessen Horowitz, Tiger Global Managem...</td>\n",
       "      <td>[DFJ,  Andreessen Horowitz,  Tiger Global Mana...</td>\n",
       "      <td>[Brian Armstrong,  Fred Ehrsam]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>264</td>\n",
       "      <td>优刻得</td>\n",
       "      <td>UCloud</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>云计算</td>\n",
       "      <td>季昕华</td>\n",
       "      <td>2012</td>\n",
       "      <td>DCM、贝塔斯曼、君联资本</td>\n",
       "      <td>[DCM, 贝塔斯曼, 君联资本]</td>\n",
       "      <td>[季昕华]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>264</td>\n",
       "      <td>Udaan</td>\n",
       "      <td>Udaan</td>\n",
       "      <td>70</td>\n",
       "      <td>印度</td>\n",
       "      <td>班加罗尔</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Amod Malviya, Sujeet kumar, Vaibhav Gupta</td>\n",
       "      <td>2016</td>\n",
       "      <td>Lightspeed Venture Partners, DST Global</td>\n",
       "      <td>[Lightspeed Venture Partners,  DST Global]</td>\n",
       "      <td>[Amod Malviya,  Sujeet kumar,  Vaibhav Gupta]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>264</td>\n",
       "      <td>Udacity</td>\n",
       "      <td>Udacity</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>山景城</td>\n",
       "      <td>教育科技</td>\n",
       "      <td>David Stavens, Mike Sokolsky, Sebastian Thrun</td>\n",
       "      <td>2011</td>\n",
       "      <td>Bertelsmann, Andreessen Horowitz, CRV</td>\n",
       "      <td>[Bertelsmann,  Andreessen Horowitz,  CRV]</td>\n",
       "      <td>[David Stavens,  Mike Sokolsky,  Sebastian Thrun]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>264</td>\n",
       "      <td>云知声</td>\n",
       "      <td>Unisound</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>云计算</td>\n",
       "      <td>梁家恩</td>\n",
       "      <td>2012</td>\n",
       "      <td>启明创投、高通</td>\n",
       "      <td>[启明创投, 高通]</td>\n",
       "      <td>[梁家恩]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>264</td>\n",
       "      <td>V领地</td>\n",
       "      <td>V Linker</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>房地产科技</td>\n",
       "      <td>周君强</td>\n",
       "      <td>2011</td>\n",
       "      <td>华平投资</td>\n",
       "      <td>[华平投资]</td>\n",
       "      <td>[周君强]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>264</td>\n",
       "      <td>View</td>\n",
       "      <td>View</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>苗必达</td>\n",
       "      <td>新能源</td>\n",
       "      <td>Paul Nguyen</td>\n",
       "      <td>2007</td>\n",
       "      <td>Softbank Investment Advisors, Blackrock, TIAA,...</td>\n",
       "      <td>[Softbank Investment Advisors,  Blackrock,  TI...</td>\n",
       "      <td>[Paul Nguyen]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>264</td>\n",
       "      <td>Vlocity</td>\n",
       "      <td>Vlocity</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>云计算</td>\n",
       "      <td>Craig Ramsey, David Schmaier, James Ramsey, Ma...</td>\n",
       "      <td>2014</td>\n",
       "      <td>Salesforce Ventures, Sutter Hill Ventures</td>\n",
       "      <td>[Salesforce Ventures,  Sutter Hill Ventures]</td>\n",
       "      <td>[Craig Ramsey,  David Schmaier,  James Ramsey,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>264</td>\n",
       "      <td>Vox Media</td>\n",
       "      <td>Vox Media</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>华盛顿</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>Jerome Armstrong, Joshua Topolsky, Markos Moul...</td>\n",
       "      <td>2003</td>\n",
       "      <td>NBC Universal, General Atlantic, Accel, Khosla...</td>\n",
       "      <td>[NBC Universal,  General Atlantic,  Accel,  Kh...</td>\n",
       "      <td>[Jerome Armstrong,  Joshua Topolsky,  Markos M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>264</td>\n",
       "      <td>VTS</td>\n",
       "      <td>VTS</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>房地产科技</td>\n",
       "      <td>Brandon Weber, Donald DeSantis, Karl Baum, Nia...</td>\n",
       "      <td>2012</td>\n",
       "      <td>Bessemer Venture Partners, Thrive Capital, Ope...</td>\n",
       "      <td>[Bessemer Venture Partners,  Thrive Capital,  ...</td>\n",
       "      <td>[Brandon Weber,  Donald DeSantis,  Karl Baum, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>264</td>\n",
       "      <td>挖财</td>\n",
       "      <td>Wacai</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>杭州</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>李治国</td>\n",
       "      <td>2009</td>\n",
       "      <td>新天域资本、光信资本、IDG、启明创投</td>\n",
       "      <td>[新天域资本, 光信资本, IDG, 启明创投]</td>\n",
       "      <td>[李治国]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>264</td>\n",
       "      <td>WalkMe</td>\n",
       "      <td>WalkMe</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>旧金山</td>\n",
       "      <td>云计算</td>\n",
       "      <td>Dan Adika, Eyal Cohen, Rephael Sweary</td>\n",
       "      <td>2011</td>\n",
       "      <td>Gemini Israel Ventures, Scale Venture Partners...</td>\n",
       "      <td>[Gemini Israel Ventures,  Scale Venture Partne...</td>\n",
       "      <td>[Dan Adika,  Eyal Cohen,  Rephael Sweary]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>264</td>\n",
       "      <td>WeLab</td>\n",
       "      <td>WeLab</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>香港</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>龙沛智</td>\n",
       "      <td>2013</td>\n",
       "      <td>TOM集团、Khazanah、IFC、红杉资本</td>\n",
       "      <td>[TOM集团, Khazanah, IFC, 红杉资本]</td>\n",
       "      <td>[龙沛智]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>264</td>\n",
       "      <td>万能钥匙</td>\n",
       "      <td>WiFi Master key</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>软件与服务</td>\n",
       "      <td>陈大年</td>\n",
       "      <td>2013</td>\n",
       "      <td>海通开元、北极光创投</td>\n",
       "      <td>[海通开元, 北极光创投]</td>\n",
       "      <td>[陈大年]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>264</td>\n",
       "      <td>我买网</td>\n",
       "      <td>Womai</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>张东风</td>\n",
       "      <td>2009</td>\n",
       "      <td>IDG、赛富基金、百度</td>\n",
       "      <td>[IDG, 赛富基金, 百度]</td>\n",
       "      <td>[张东风]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>264</td>\n",
       "      <td>汇桔网</td>\n",
       "      <td>WTOIP</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>广州</td>\n",
       "      <td>软件与服务</td>\n",
       "      <td>谢旭辉</td>\n",
       "      <td>2013</td>\n",
       "      <td>粤民投、厚朴投资、胡润百富</td>\n",
       "      <td>[粤民投, 厚朴投资, 胡润百富]</td>\n",
       "      <td>[谢旭辉]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>264</td>\n",
       "      <td>Yanolja</td>\n",
       "      <td>Yanolja</td>\n",
       "      <td>70</td>\n",
       "      <td>韩国</td>\n",
       "      <td>首尔</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Lee Sujin</td>\n",
       "      <td>2005</td>\n",
       "      <td>Partners Investment, Sky Lake Investment, Book...</td>\n",
       "      <td>[Partners Investment,  Sky Lake Investment,  B...</td>\n",
       "      <td>[Lee Sujin]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>264</td>\n",
       "      <td>要出发</td>\n",
       "      <td>Yaochufa</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>广州</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>丁根芳</td>\n",
       "      <td>2011</td>\n",
       "      <td>众信旅游、红杉资本、创新工场</td>\n",
       "      <td>[众信旅游, 红杉资本, 创新工场]</td>\n",
       "      <td>[丁根芳]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>264</td>\n",
       "      <td>越海全球</td>\n",
       "      <td>YH Global</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>深圳</td>\n",
       "      <td>物流</td>\n",
       "      <td>张泉</td>\n",
       "      <td>2012</td>\n",
       "      <td>涌铧投资、汇能金融、磐石资本</td>\n",
       "      <td>[涌铧投资, 汇能金融, 磐石资本]</td>\n",
       "      <td>[张泉]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>264</td>\n",
       "      <td>一点资讯</td>\n",
       "      <td>Yidianzixun</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>媒体和娱乐</td>\n",
       "      <td>李亚</td>\n",
       "      <td>2012</td>\n",
       "      <td>凤凰、小米、IDG</td>\n",
       "      <td>[凤凰, 小米, IDG]</td>\n",
       "      <td>[李亚]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>264</td>\n",
       "      <td>易久批</td>\n",
       "      <td>Yijiupi</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>王朝成</td>\n",
       "      <td>2014</td>\n",
       "      <td>美团点评、腾讯、贝塔斯曼</td>\n",
       "      <td>[美团点评, 腾讯, 贝塔斯曼]</td>\n",
       "      <td>[王朝成]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>264</td>\n",
       "      <td>壹米滴答</td>\n",
       "      <td>Yimidida</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>物流</td>\n",
       "      <td>杨兴运</td>\n",
       "      <td>2015</td>\n",
       "      <td>博裕资本、厚朴投资、普洛斯、源码资本、鼎晖投资</td>\n",
       "      <td>[博裕资本, 厚朴投资, 普洛斯, 源码资本, 鼎晖投资]</td>\n",
       "      <td>[杨兴运]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>264</td>\n",
       "      <td>洋码头</td>\n",
       "      <td>yMatou</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>曾碧波</td>\n",
       "      <td>2009</td>\n",
       "      <td>远镜创投、赛富基金</td>\n",
       "      <td>[远镜创投, 赛富基金]</td>\n",
       "      <td>[曾碧波]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>264</td>\n",
       "      <td>有利网</td>\n",
       "      <td>Yooli</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>吴逸然</td>\n",
       "      <td>2012</td>\n",
       "      <td>高瓴资本、晨兴资本、软银中国</td>\n",
       "      <td>[高瓴资本, 晨兴资本, 软银中国]</td>\n",
       "      <td>[吴逸然]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>264</td>\n",
       "      <td>网易有道</td>\n",
       "      <td>Youdao</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>软件与服务</td>\n",
       "      <td>周枫</td>\n",
       "      <td>2007</td>\n",
       "      <td>君联资本、慕华投资</td>\n",
       "      <td>[君联资本, 慕华投资]</td>\n",
       "      <td>[周枫]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>264</td>\n",
       "      <td>云鸟科技</td>\n",
       "      <td>Yunniao</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>物流</td>\n",
       "      <td>韩毅</td>\n",
       "      <td>2014</td>\n",
       "      <td>华平投资、红杉资本、经纬中国</td>\n",
       "      <td>[华平投资, 红杉资本, 经纬中国]</td>\n",
       "      <td>[韩毅]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>264</td>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>纽约</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>David A. Steinberg, John Sculley</td>\n",
       "      <td>2007</td>\n",
       "      <td>GPI Capital, GSO Capital Partners</td>\n",
       "      <td>[GPI Capital,  GSO Capital Partners]</td>\n",
       "      <td>[David A. Steinberg,  John Sculley]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>264</td>\n",
       "      <td>掌门1对1</td>\n",
       "      <td>Zhangmen</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>上海</td>\n",
       "      <td>教育科技</td>\n",
       "      <td>张翼</td>\n",
       "      <td>2014</td>\n",
       "      <td>顺为资本、达晨创投、华平投资</td>\n",
       "      <td>[顺为资本, 达晨创投, 华平投资]</td>\n",
       "      <td>[张翼]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>264</td>\n",
       "      <td>转转</td>\n",
       "      <td>Zhuanzhuan</td>\n",
       "      <td>70</td>\n",
       "      <td>中国</td>\n",
       "      <td>北京</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>姚劲波</td>\n",
       "      <td>2015</td>\n",
       "      <td>腾讯</td>\n",
       "      <td>[腾讯]</td>\n",
       "      <td>[姚劲波]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>264</td>\n",
       "      <td>Zipline International</td>\n",
       "      <td>Zipline International</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>半月湾</td>\n",
       "      <td>物流</td>\n",
       "      <td>Keenan Wyrobek, Keller Rinaudo, Will Hetzler</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sequoia Capital, Visionnaire Ventures, Katalys...</td>\n",
       "      <td>[Sequoia Capital,  Visionnaire Ventures,  Kata...</td>\n",
       "      <td>[Keenan Wyrobek,  Keller Rinaudo,  Will Hetzler]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>264</td>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>70</td>\n",
       "      <td>美国</td>\n",
       "      <td>洛杉矶</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>Ian Siegel, Joe Edmonds, Ward Poulos, Willis Redd</td>\n",
       "      <td>2010</td>\n",
       "      <td>IVP (Institutional Venture Partners)</td>\n",
       "      <td>[IVP (Institutional Venture Partners)]</td>\n",
       "      <td>[Ian Siegel,  Joe Edmonds,  Ward Poulos,  Will...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>494 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      排名                   企业名称                   Company Name  估值（亿人民币）  \\\n",
       "0      1                   蚂蚁金服                  Ant Financial     10000   \n",
       "1      2                   字节跳动                      Bytedance      5000   \n",
       "2      3                   滴滴出行                   Didi Chuxing      3600   \n",
       "3      4                  Infor                          Infor      3500   \n",
       "4      5              JUUL Labs                      JUUL Labs      3400   \n",
       "5      6                    爱彼迎                         Airbnb      2700   \n",
       "6      6                    陆金所                          Lufax      2700   \n",
       "7      8                 SpaceX                         SpaceX      2500   \n",
       "8      9                 WeWork                         WeWork      2100   \n",
       "9     10                 Stripe                         Stripe      1600   \n",
       "10    11                   微众银行                         WeBank      1500   \n",
       "11    12                   菜鸟网络                        Cainiao      1300   \n",
       "12    12                   京东数科                      JD Digits      1300   \n",
       "13    14                     快手                       Kuaishou      1200   \n",
       "14    15                     大疆                            DJI      1000   \n",
       "15    15                   Grab                           Grab      1000   \n",
       "16    15                   Hulu                           Hulu      1000   \n",
       "17    15  Palantir Technologies          Palantir Technologies      1000   \n",
       "18    19               DoorDash                       DoorDash       900   \n",
       "19    20                   比特大陆                        Bitmain       800   \n",
       "20    20                   京东物流                   JD Logistics       800   \n",
       "21    20                Samumed                        Samumed       800   \n",
       "22    23                 GO-JEK                         GO-JEK       700   \n",
       "23    23                  Paytm                          Paytm       700   \n",
       "24    25                   贝壳找房                          Beike       600   \n",
       "25    25                    车好多                           CARS       600   \n",
       "26    25                Coupang                        Coupang       600   \n",
       "27    25                 平安医保科技  Ping An Healthcare Technology       600   \n",
       "28    25                   Wish                           Wish       600   \n",
       "29    30               Coinbase                       Coinbase       550   \n",
       "..   ...                    ...                            ...       ...   \n",
       "464  264                    优刻得                         UCloud        70   \n",
       "465  264                  Udaan                          Udaan        70   \n",
       "466  264                Udacity                        Udacity        70   \n",
       "467  264                    云知声                       Unisound        70   \n",
       "468  264                    V领地                       V Linker        70   \n",
       "469  264                   View                           View        70   \n",
       "470  264                Vlocity                        Vlocity        70   \n",
       "471  264              Vox Media                      Vox Media        70   \n",
       "472  264                    VTS                            VTS        70   \n",
       "473  264                     挖财                          Wacai        70   \n",
       "474  264                 WalkMe                         WalkMe        70   \n",
       "475  264                  WeLab                          WeLab        70   \n",
       "476  264                   万能钥匙                WiFi Master key        70   \n",
       "477  264                    我买网                          Womai        70   \n",
       "478  264                    汇桔网                          WTOIP        70   \n",
       "479  264                Yanolja                        Yanolja        70   \n",
       "480  264                    要出发                       Yaochufa        70   \n",
       "481  264                   越海全球                      YH Global        70   \n",
       "482  264                   一点资讯                    Yidianzixun        70   \n",
       "483  264                    易久批                        Yijiupi        70   \n",
       "484  264                   壹米滴答                       Yimidida        70   \n",
       "485  264                    洋码头                         yMatou        70   \n",
       "486  264                    有利网                          Yooli        70   \n",
       "487  264                   网易有道                         Youdao        70   \n",
       "488  264                   云鸟科技                        Yunniao        70   \n",
       "489  264            Zeta Global                    Zeta Global        70   \n",
       "490  264                  掌门1对1                       Zhangmen        70   \n",
       "491  264                     转转                     Zhuanzhuan        70   \n",
       "492  264  Zipline International          Zipline International        70   \n",
       "493  264           ZipRecruiter                   ZipRecruiter        70   \n",
       "\n",
       "        国家     城市     行业                                            掌门人/创始人  \\\n",
       "0       中国     杭州   金融科技                                                井贤栋   \n",
       "1       中国     北京  媒体和娱乐                                                张一鸣   \n",
       "2       中国     北京   共享经济                                                 程维   \n",
       "3       美国     纽约    云计算                                        Jim Schaper   \n",
       "4       美国    旧金山    消费品  Adam Bowen, James Monsees, Kevin Burns, Tim Da...   \n",
       "5       美国    旧金山   共享经济       Brian Chesky, Joe Gebbia, Nathan Blecharczyk   \n",
       "6       中国     上海   金融科技                                                计葵生   \n",
       "7       美国    洛杉矶     航天                                          Elon Musk   \n",
       "8       美国     纽约   共享经济                      Adam Neumann, Miguel McKevley   \n",
       "9       美国    旧金山   金融科技                    John Collison, Patrick Collison   \n",
       "10      中国     深圳   金融科技                                                 顾敏   \n",
       "11      中国     杭州     物流                                                童文红   \n",
       "12      中国     北京   金融科技                                                陈生强   \n",
       "13      中国     北京  媒体和娱乐                                                 宿华   \n",
       "14      中国     深圳    机器人                                                 汪滔   \n",
       "15     新加坡    新加坡   共享经济                         Anthony Tan, Tan Hooi Ling   \n",
       "16      美国    洛杉矶  媒体和娱乐                    Elizabeth Comstock, Jason Kilar   \n",
       "17      美国  帕洛阿尔托    大数据  Alexander Karp, Garry Tan, Joe Lonsdale, Natha...   \n",
       "18      美国    旧金山     物流       Andy Fang, Evan Moore, Stanley Tang, Tony Xu   \n",
       "19      中国     北京    区块链                                            詹克团，吴忌寒   \n",
       "20      中国     北京     物流                                                王振辉   \n",
       "21      美国   圣地亚哥   生命科学                                        Osman Kibar   \n",
       "22   印度尼西亚    雅加达   共享经济   Kevin Aluwi, Michaelangelo Moran, Nadiem Makarim   \n",
       "23      印度    诺伊达   金融科技                               Vijay Shekhar Sharma   \n",
       "24      中国     天津  房地产科技                                                 左晖   \n",
       "25      中国     北京   电子商务                                                杨浩涌   \n",
       "26      韩国     首尔   电子商务                                            Bom Kim   \n",
       "27      中国     上海   健康科技                                                 高菁   \n",
       "28      美国    旧金山   电子商务                     Danny Zhang, Peter Szulczewski   \n",
       "29      美国    旧金山    区块链                       Brian Armstrong, Fred Ehrsam   \n",
       "..     ...    ...    ...                                                ...   \n",
       "464     中国     上海    云计算                                                季昕华   \n",
       "465     印度   班加罗尔   电子商务          Amod Malviya, Sujeet kumar, Vaibhav Gupta   \n",
       "466     美国    山景城   教育科技      David Stavens, Mike Sokolsky, Sebastian Thrun   \n",
       "467     中国     北京    云计算                                                梁家恩   \n",
       "468     中国     上海  房地产科技                                                周君强   \n",
       "469     美国    苗必达    新能源                                        Paul Nguyen   \n",
       "470     美国    旧金山    云计算  Craig Ramsey, David Schmaier, James Ramsey, Ma...   \n",
       "471     美国    华盛顿  媒体和娱乐  Jerome Armstrong, Joshua Topolsky, Markos Moul...   \n",
       "472     美国     纽约  房地产科技  Brandon Weber, Donald DeSantis, Karl Baum, Nia...   \n",
       "473     中国     杭州   金融科技                                                李治国   \n",
       "474     美国    旧金山    云计算              Dan Adika, Eyal Cohen, Rephael Sweary   \n",
       "475     中国     香港   金融科技                                                龙沛智   \n",
       "476     中国     上海  软件与服务                                                陈大年   \n",
       "477     中国     北京   电子商务                                                张东风   \n",
       "478     中国     广州  软件与服务                                                谢旭辉   \n",
       "479     韩国     首尔   电子商务                                          Lee Sujin   \n",
       "480     中国     广州   电子商务                                                丁根芳   \n",
       "481     中国     深圳     物流                                                 张泉   \n",
       "482     中国     北京  媒体和娱乐                                                 李亚   \n",
       "483     中国     北京   电子商务                                                王朝成   \n",
       "484     中国     上海     物流                                                杨兴运   \n",
       "485     中国     上海   电子商务                                                曾碧波   \n",
       "486     中国     北京   金融科技                                                吴逸然   \n",
       "487     中国     北京  软件与服务                                                 周枫   \n",
       "488     中国     北京     物流                                                 韩毅   \n",
       "489     美国     纽约   人工智能                   David A. Steinberg, John Sculley   \n",
       "490     中国     上海   教育科技                                                 张翼   \n",
       "491     中国     北京   电子商务                                                姚劲波   \n",
       "492     美国    半月湾     物流       Keenan Wyrobek, Keller Rinaudo, Will Hetzler   \n",
       "493     美国    洛杉矶   电子商务  Ian Siegel, Joe Edmonds, Ward Poulos, Willis Redd   \n",
       "\n",
       "     成立年份                                             部分投资机构  \\\n",
       "0    2014                                     春华资本、中投海外、红杉资本   \n",
       "1    2012                                红杉资本、海纳亚洲、纪源资本、启明创投   \n",
       "2    2012                             腾讯、阿里巴巴、红杉资本、经纬中国、纪源资本   \n",
       "3    2002       Golden Gate Capital, Koch Equity Development   \n",
       "4    2015  M13, Timothy Davis, Evolution VC Partners, Tig...   \n",
       "5    2008  Tiger Global Management, Founders Fund, Y Comb...   \n",
       "6    2011                                摩根士丹利、中银集团、国泰君安（香港）   \n",
       "7    2002  DFJ, Founders Fund, Google, Bank of America, B...   \n",
       "8    2010  Softbank, Hony Capital, Glade Brook Capital, W...   \n",
       "9    2010  CapitalG, Thrive Capital, Y Combinator, Sequoi...   \n",
       "10   2014                                        腾讯、华平投资、淡马锡   \n",
       "11   2013                                       GIC、淡马锡、春华资本   \n",
       "12   2013                                     红杉资本、嘉实投资、中国太平   \n",
       "13   2011                                    红杉资本、晨兴资本、百度、腾讯   \n",
       "14   2006                                    Accel、红杉资本、麦星投资   \n",
       "15   2012  Vertex Ventures, GGV Capital,Rheingau Founders...   \n",
       "16   2007  Time Warner, Walt Disney, Providence Equity Pa...   \n",
       "17   2004               Founders Fund, Kortschak Investments   \n",
       "18   2013  Y Combinator, Sequoia Capital, Kleiner Perkins...   \n",
       "19   2013                    红杉资本、IDG、Crimson Ventures, 创新工场   \n",
       "20   2007                                       高瓴资本、红杉资本、腾讯   \n",
       "21   2008           Starling Group, Vickers Venture Partners   \n",
       "22   2010  Openspace Ventures, Kohlberg Kravis Roberts, W...   \n",
       "23   2010  Alibaba Group, SoftBank, Berkshire Hathaway, S...   \n",
       "24   2018                                                 腾讯   \n",
       "25   2011                                 红杉资本、今日资本、IDG、经纬中国   \n",
       "26   2010  SoftBank Investment Advisers, Altos Ventures, ...   \n",
       "27   2016                                       IDG、思佰益、软银海外   \n",
       "28   2010  Formation 8, GGV Capital, Founders Fund, DST G...   \n",
       "29   2012  DFJ, Andreessen Horowitz, Tiger Global Managem...   \n",
       "..    ...                                                ...   \n",
       "464  2012                                      DCM、贝塔斯曼、君联资本   \n",
       "465  2016            Lightspeed Venture Partners, DST Global   \n",
       "466  2011              Bertelsmann, Andreessen Horowitz, CRV   \n",
       "467  2012                                            启明创投、高通   \n",
       "468  2011                                               华平投资   \n",
       "469  2007  Softbank Investment Advisors, Blackrock, TIAA,...   \n",
       "470  2014          Salesforce Ventures, Sutter Hill Ventures   \n",
       "471  2003  NBC Universal, General Atlantic, Accel, Khosla...   \n",
       "472  2012  Bessemer Venture Partners, Thrive Capital, Ope...   \n",
       "473  2009                                新天域资本、光信资本、IDG、启明创投   \n",
       "474  2011  Gemini Israel Ventures, Scale Venture Partners...   \n",
       "475  2013                            TOM集团、Khazanah、IFC、红杉资本   \n",
       "476  2013                                         海通开元、北极光创投   \n",
       "477  2009                                        IDG、赛富基金、百度   \n",
       "478  2013                                      粤民投、厚朴投资、胡润百富   \n",
       "479  2005  Partners Investment, Sky Lake Investment, Book...   \n",
       "480  2011                                     众信旅游、红杉资本、创新工场   \n",
       "481  2012                                     涌铧投资、汇能金融、磐石资本   \n",
       "482  2012                                          凤凰、小米、IDG   \n",
       "483  2014                                       美团点评、腾讯、贝塔斯曼   \n",
       "484  2015                            博裕资本、厚朴投资、普洛斯、源码资本、鼎晖投资   \n",
       "485  2009                                          远镜创投、赛富基金   \n",
       "486  2012                                     高瓴资本、晨兴资本、软银中国   \n",
       "487  2007                                          君联资本、慕华投资   \n",
       "488  2014                                     华平投资、红杉资本、经纬中国   \n",
       "489  2007                  GPI Capital, GSO Capital Partners   \n",
       "490  2014                                     顺为资本、达晨创投、华平投资   \n",
       "491  2015                                                 腾讯   \n",
       "492  2014  Sequoia Capital, Visionnaire Ventures, Katalys...   \n",
       "493  2010               IVP (Institutional Venture Partners)   \n",
       "\n",
       "                                           部分投资机构_list  \\\n",
       "0                                   [春华资本, 中投海外, 红杉资本]   \n",
       "1                             [红杉资本, 海纳亚洲, 纪源资本, 启明创投]   \n",
       "2                         [腾讯, 阿里巴巴, 红杉资本, 经纬中国, 纪源资本]   \n",
       "3      [Golden Gate Capital,  Koch Equity Development]   \n",
       "4    [M13,  Timothy Davis,  Evolution VC Partners, ...   \n",
       "5    [Tiger Global Management,  Founders Fund,  Y C...   \n",
       "6                              [摩根士丹利, 中银集团, 国泰君安（香港）]   \n",
       "7    [DFJ,  Founders Fund,  Google,  Bank of Americ...   \n",
       "8    [Softbank,  Hony Capital,  Glade Brook Capital...   \n",
       "9    [CapitalG,  Thrive Capital,  Y Combinator,  Se...   \n",
       "10                                     [腾讯, 华平投资, 淡马锡]   \n",
       "11                                    [GIC, 淡马锡, 春华资本]   \n",
       "12                                  [红杉资本, 嘉实投资, 中国太平]   \n",
       "13                                [红杉资本, 晨兴资本, 百度, 腾讯]   \n",
       "14                                 [Accel, 红杉资本, 麦星投资]   \n",
       "15   [Vertex Ventures,  GGV Capital, Rheingau Found...   \n",
       "16   [Time Warner,  Walt Disney,  Providence Equity...   \n",
       "17             [Founders Fund,  Kortschak Investments]   \n",
       "18   [Y Combinator,  Sequoia Capital,  Kleiner Perk...   \n",
       "19                [红杉资本, IDG, Crimson Ventures,  创新工场]   \n",
       "20                                    [高瓴资本, 红杉资本, 腾讯]   \n",
       "21         [Starling Group,  Vickers Venture Partners]   \n",
       "22   [Openspace Ventures,  Kohlberg Kravis Roberts,...   \n",
       "23   [Alibaba Group,  SoftBank,  Berkshire Hathaway...   \n",
       "24                                                [腾讯]   \n",
       "25                             [红杉资本, 今日资本, IDG, 经纬中国]   \n",
       "26   [SoftBank Investment Advisers,  Altos Ventures...   \n",
       "27                                    [IDG, 思佰益, 软银海外]   \n",
       "28   [Formation 8,  GGV Capital,  Founders Fund,  D...   \n",
       "29   [DFJ,  Andreessen Horowitz,  Tiger Global Mana...   \n",
       "..                                                 ...   \n",
       "464                                  [DCM, 贝塔斯曼, 君联资本]   \n",
       "465         [Lightspeed Venture Partners,  DST Global]   \n",
       "466          [Bertelsmann,  Andreessen Horowitz,  CRV]   \n",
       "467                                         [启明创投, 高通]   \n",
       "468                                             [华平投资]   \n",
       "469  [Softbank Investment Advisors,  Blackrock,  TI...   \n",
       "470       [Salesforce Ventures,  Sutter Hill Ventures]   \n",
       "471  [NBC Universal,  General Atlantic,  Accel,  Kh...   \n",
       "472  [Bessemer Venture Partners,  Thrive Capital,  ...   \n",
       "473                           [新天域资本, 光信资本, IDG, 启明创投]   \n",
       "474  [Gemini Israel Ventures,  Scale Venture Partne...   \n",
       "475                       [TOM集团, Khazanah, IFC, 红杉资本]   \n",
       "476                                      [海通开元, 北极光创投]   \n",
       "477                                    [IDG, 赛富基金, 百度]   \n",
       "478                                  [粤民投, 厚朴投资, 胡润百富]   \n",
       "479  [Partners Investment,  Sky Lake Investment,  B...   \n",
       "480                                 [众信旅游, 红杉资本, 创新工场]   \n",
       "481                                 [涌铧投资, 汇能金融, 磐石资本]   \n",
       "482                                      [凤凰, 小米, IDG]   \n",
       "483                                   [美团点评, 腾讯, 贝塔斯曼]   \n",
       "484                      [博裕资本, 厚朴投资, 普洛斯, 源码资本, 鼎晖投资]   \n",
       "485                                       [远镜创投, 赛富基金]   \n",
       "486                                 [高瓴资本, 晨兴资本, 软银中国]   \n",
       "487                                       [君联资本, 慕华投资]   \n",
       "488                                 [华平投资, 红杉资本, 经纬中国]   \n",
       "489               [GPI Capital,  GSO Capital Partners]   \n",
       "490                                 [顺为资本, 达晨创投, 华平投资]   \n",
       "491                                               [腾讯]   \n",
       "492  [Sequoia Capital,  Visionnaire Ventures,  Kata...   \n",
       "493             [IVP (Institutional Venture Partners)]   \n",
       "\n",
       "                                              掌门人_list  \n",
       "0                                                [井贤栋]  \n",
       "1                                                [张一鸣]  \n",
       "2                                                 [程维]  \n",
       "3                                        [Jim Schaper]  \n",
       "4    [Adam Bowen,  James Monsees,  Kevin Burns,  Ti...  \n",
       "5     [Brian Chesky,  Joe Gebbia,  Nathan Blecharczyk]  \n",
       "6                                                [计葵生]  \n",
       "7                                          [Elon Musk]  \n",
       "8                     [Adam Neumann,  Miguel McKevley]  \n",
       "9                   [John Collison,  Patrick Collison]  \n",
       "10                                                [顾敏]  \n",
       "11                                               [童文红]  \n",
       "12                                               [陈生强]  \n",
       "13                                                [宿华]  \n",
       "14                                                [汪滔]  \n",
       "15                       [Anthony Tan,  Tan Hooi Ling]  \n",
       "16                  [Elizabeth Comstock,  Jason Kilar]  \n",
       "17   [Alexander Karp,  Garry Tan,  Joe Lonsdale,  N...  \n",
       "18   [Andy Fang,  Evan Moore,  Stanley Tang,  Tony Xu]  \n",
       "19                                           [詹克团，吴忌寒]  \n",
       "20                                               [王振辉]  \n",
       "21                                       [Osman Kibar]  \n",
       "22   [Kevin Aluwi,  Michaelangelo Moran,  Nadiem Ma...  \n",
       "23                              [Vijay Shekhar Sharma]  \n",
       "24                                                [左晖]  \n",
       "25                                               [杨浩涌]  \n",
       "26                                           [Bom Kim]  \n",
       "27                                                [高菁]  \n",
       "28                   [Danny Zhang,  Peter Szulczewski]  \n",
       "29                     [Brian Armstrong,  Fred Ehrsam]  \n",
       "..                                                 ...  \n",
       "464                                              [季昕华]  \n",
       "465      [Amod Malviya,  Sujeet kumar,  Vaibhav Gupta]  \n",
       "466  [David Stavens,  Mike Sokolsky,  Sebastian Thrun]  \n",
       "467                                              [梁家恩]  \n",
       "468                                              [周君强]  \n",
       "469                                      [Paul Nguyen]  \n",
       "470  [Craig Ramsey,  David Schmaier,  James Ramsey,...  \n",
       "471  [Jerome Armstrong,  Joshua Topolsky,  Markos M...  \n",
       "472  [Brandon Weber,  Donald DeSantis,  Karl Baum, ...  \n",
       "473                                              [李治国]  \n",
       "474          [Dan Adika,  Eyal Cohen,  Rephael Sweary]  \n",
       "475                                              [龙沛智]  \n",
       "476                                              [陈大年]  \n",
       "477                                              [张东风]  \n",
       "478                                              [谢旭辉]  \n",
       "479                                        [Lee Sujin]  \n",
       "480                                              [丁根芳]  \n",
       "481                                               [张泉]  \n",
       "482                                               [李亚]  \n",
       "483                                              [王朝成]  \n",
       "484                                              [杨兴运]  \n",
       "485                                              [曾碧波]  \n",
       "486                                              [吴逸然]  \n",
       "487                                               [周枫]  \n",
       "488                                               [韩毅]  \n",
       "489                [David A. Steinberg,  John Sculley]  \n",
       "490                                               [张翼]  \n",
       "491                                              [姚劲波]  \n",
       "492   [Keenan Wyrobek,  Keller Rinaudo,  Will Hetzler]  \n",
       "493  [Ian Siegel,  Joe Edmonds,  Ward Poulos,  Will...  \n",
       "\n",
       "[494 rows x 12 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 还可以同时添加多个新的列\n",
    "df.assign(\n",
    "    部分投资机构_list = lambda x : x[\"部分投资机构\"].str.split('[、,,]'),\n",
    "    掌门人_list = lambda x : x[\"掌门人/创始人\"].str.split(\"[、,,]\")   \n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据框重塑\n",
    "1. 用到的函数方法：drop,split,stack,merge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>企业名称</th>\n",
       "      <th>掌门人/创始人</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>蚂蚁金服</td>\n",
       "      <td>井贤栋</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>张一鸣</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>滴滴出行</td>\n",
       "      <td>程维</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Infor</td>\n",
       "      <td>Jim Schaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>Adam Bowen, James Monsees, Kevin Burns, Tim Da...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Brian Chesky, Joe Gebbia, Nathan Blecharczyk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>陆金所</td>\n",
       "      <td>计葵生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SpaceX</td>\n",
       "      <td>Elon Musk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>WeWork</td>\n",
       "      <td>Adam Neumann, Miguel McKevley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Stripe</td>\n",
       "      <td>John Collison, Patrick Collison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>微众银行</td>\n",
       "      <td>顾敏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>菜鸟网络</td>\n",
       "      <td>童文红</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>京东数科</td>\n",
       "      <td>陈生强</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>快手</td>\n",
       "      <td>宿华</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>大疆</td>\n",
       "      <td>汪滔</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Grab</td>\n",
       "      <td>Anthony Tan, Tan Hooi Ling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Hulu</td>\n",
       "      <td>Elizabeth Comstock, Jason Kilar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>Alexander Karp, Garry Tan, Joe Lonsdale, Natha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>DoorDash</td>\n",
       "      <td>Andy Fang, Evan Moore, Stanley Tang, Tony Xu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>比特大陆</td>\n",
       "      <td>詹克团，吴忌寒</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>京东物流</td>\n",
       "      <td>王振辉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Samumed</td>\n",
       "      <td>Osman Kibar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>GO-JEK</td>\n",
       "      <td>Kevin Aluwi, Michaelangelo Moran, Nadiem Makarim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Paytm</td>\n",
       "      <td>Vijay Shekhar Sharma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>贝壳找房</td>\n",
       "      <td>左晖</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>车好多</td>\n",
       "      <td>杨浩涌</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Coupang</td>\n",
       "      <td>Bom Kim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>平安医保科技</td>\n",
       "      <td>高菁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Wish</td>\n",
       "      <td>Danny Zhang, Peter Szulczewski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Coinbase</td>\n",
       "      <td>Brian Armstrong, Fred Ehrsam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>优刻得</td>\n",
       "      <td>季昕华</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Udaan</td>\n",
       "      <td>Amod Malviya, Sujeet kumar, Vaibhav Gupta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>Udacity</td>\n",
       "      <td>David Stavens, Mike Sokolsky, Sebastian Thrun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>云知声</td>\n",
       "      <td>梁家恩</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>V领地</td>\n",
       "      <td>周君强</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>View</td>\n",
       "      <td>Paul Nguyen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Vlocity</td>\n",
       "      <td>Craig Ramsey, David Schmaier, James Ramsey, Ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Vox Media</td>\n",
       "      <td>Jerome Armstrong, Joshua Topolsky, Markos Moul...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>VTS</td>\n",
       "      <td>Brandon Weber, Donald DeSantis, Karl Baum, Nia...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>挖财</td>\n",
       "      <td>李治国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>WalkMe</td>\n",
       "      <td>Dan Adika, Eyal Cohen, Rephael Sweary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>WeLab</td>\n",
       "      <td>龙沛智</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>万能钥匙</td>\n",
       "      <td>陈大年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>我买网</td>\n",
       "      <td>张东风</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>汇桔网</td>\n",
       "      <td>谢旭辉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>Yanolja</td>\n",
       "      <td>Lee Sujin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>要出发</td>\n",
       "      <td>丁根芳</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>越海全球</td>\n",
       "      <td>张泉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>一点资讯</td>\n",
       "      <td>李亚</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>易久批</td>\n",
       "      <td>王朝成</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>壹米滴答</td>\n",
       "      <td>杨兴运</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>洋码头</td>\n",
       "      <td>曾碧波</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>有利网</td>\n",
       "      <td>吴逸然</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>网易有道</td>\n",
       "      <td>周枫</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>云鸟科技</td>\n",
       "      <td>韩毅</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>David A. Steinberg, John Sculley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>掌门1对1</td>\n",
       "      <td>张翼</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>转转</td>\n",
       "      <td>姚劲波</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Zipline International</td>\n",
       "      <td>Keenan Wyrobek, Keller Rinaudo, Will Hetzler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>Ian Siegel, Joe Edmonds, Ward Poulos, Willis Redd</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>494 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      企业名称                                            掌门人/创始人\n",
       "0                     蚂蚁金服                                                井贤栋\n",
       "1                     字节跳动                                                张一鸣\n",
       "2                     滴滴出行                                                 程维\n",
       "3                    Infor                                        Jim Schaper\n",
       "4                JUUL Labs  Adam Bowen, James Monsees, Kevin Burns, Tim Da...\n",
       "5                      爱彼迎       Brian Chesky, Joe Gebbia, Nathan Blecharczyk\n",
       "6                      陆金所                                                计葵生\n",
       "7                   SpaceX                                          Elon Musk\n",
       "8                   WeWork                      Adam Neumann, Miguel McKevley\n",
       "9                   Stripe                    John Collison, Patrick Collison\n",
       "10                    微众银行                                                 顾敏\n",
       "11                    菜鸟网络                                                童文红\n",
       "12                    京东数科                                                陈生强\n",
       "13                      快手                                                 宿华\n",
       "14                      大疆                                                 汪滔\n",
       "15                    Grab                         Anthony Tan, Tan Hooi Ling\n",
       "16                    Hulu                    Elizabeth Comstock, Jason Kilar\n",
       "17   Palantir Technologies  Alexander Karp, Garry Tan, Joe Lonsdale, Natha...\n",
       "18                DoorDash       Andy Fang, Evan Moore, Stanley Tang, Tony Xu\n",
       "19                    比特大陆                                            詹克团，吴忌寒\n",
       "20                    京东物流                                                王振辉\n",
       "21                 Samumed                                        Osman Kibar\n",
       "22                  GO-JEK   Kevin Aluwi, Michaelangelo Moran, Nadiem Makarim\n",
       "23                   Paytm                               Vijay Shekhar Sharma\n",
       "24                    贝壳找房                                                 左晖\n",
       "25                     车好多                                                杨浩涌\n",
       "26                 Coupang                                            Bom Kim\n",
       "27                  平安医保科技                                                 高菁\n",
       "28                    Wish                     Danny Zhang, Peter Szulczewski\n",
       "29                Coinbase                       Brian Armstrong, Fred Ehrsam\n",
       "..                     ...                                                ...\n",
       "464                    优刻得                                                季昕华\n",
       "465                  Udaan          Amod Malviya, Sujeet kumar, Vaibhav Gupta\n",
       "466                Udacity      David Stavens, Mike Sokolsky, Sebastian Thrun\n",
       "467                    云知声                                                梁家恩\n",
       "468                    V领地                                                周君强\n",
       "469                   View                                        Paul Nguyen\n",
       "470                Vlocity  Craig Ramsey, David Schmaier, James Ramsey, Ma...\n",
       "471              Vox Media  Jerome Armstrong, Joshua Topolsky, Markos Moul...\n",
       "472                    VTS  Brandon Weber, Donald DeSantis, Karl Baum, Nia...\n",
       "473                     挖财                                                李治国\n",
       "474                 WalkMe              Dan Adika, Eyal Cohen, Rephael Sweary\n",
       "475                  WeLab                                                龙沛智\n",
       "476                   万能钥匙                                                陈大年\n",
       "477                    我买网                                                张东风\n",
       "478                    汇桔网                                                谢旭辉\n",
       "479                Yanolja                                          Lee Sujin\n",
       "480                    要出发                                                丁根芳\n",
       "481                   越海全球                                                 张泉\n",
       "482                   一点资讯                                                 李亚\n",
       "483                    易久批                                                王朝成\n",
       "484                   壹米滴答                                                杨兴运\n",
       "485                    洋码头                                                曾碧波\n",
       "486                    有利网                                                吴逸然\n",
       "487                   网易有道                                                 周枫\n",
       "488                   云鸟科技                                                 韩毅\n",
       "489            Zeta Global                   David A. Steinberg, John Sculley\n",
       "490                  掌门1对1                                                 张翼\n",
       "491                     转转                                                姚劲波\n",
       "492  Zipline International       Keenan Wyrobek, Keller Rinaudo, Will Hetzler\n",
       "493           ZipRecruiter  Ian Siegel, Joe Edmonds, Ward Poulos, Willis Redd\n",
       "\n",
       "[494 rows x 2 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_创始人_准备 = df[[\"企业名称\",\"掌门人/创始人\"]]\n",
    "df_创始人_准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>企业名称</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>序号</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
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       "      <th>0</th>\n",
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       "      <th>1</th>\n",
       "      <td>字节跳动</td>\n",
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       "      <td>滴滴出行</td>\n",
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       "      <th>3</th>\n",
       "      <td>Infor</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
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       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "    </tr>\n",
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       "      <th>6</th>\n",
       "      <td>陆金所</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SpaceX</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>WeWork</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Stripe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>微众银行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>菜鸟网络</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>京东数科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>快手</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>大疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Grab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Hulu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Palantir Technologies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>DoorDash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>比特大陆</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>京东物流</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Samumed</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>GO-JEK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Paytm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>贝壳找房</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>车好多</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Coupang</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>平安医保科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Wish</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Coinbase</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>优刻得</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Udaan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>Udacity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>云知声</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>V领地</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>View</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Vlocity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Vox Media</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>VTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>挖财</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>WalkMe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>WeLab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>万能钥匙</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>我买网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>汇桔网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>Yanolja</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>要出发</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>越海全球</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>一点资讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>易久批</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>壹米滴答</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>洋码头</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>有利网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>网易有道</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>云鸟科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Zeta Global</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>掌门1对1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>转转</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Zipline International</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>ZipRecruiter</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>494 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      企业名称\n",
       "序号                        \n",
       "0                     蚂蚁金服\n",
       "1                     字节跳动\n",
       "2                     滴滴出行\n",
       "3                    Infor\n",
       "4                JUUL Labs\n",
       "5                      爱彼迎\n",
       "6                      陆金所\n",
       "7                   SpaceX\n",
       "8                   WeWork\n",
       "9                   Stripe\n",
       "10                    微众银行\n",
       "11                    菜鸟网络\n",
       "12                    京东数科\n",
       "13                      快手\n",
       "14                      大疆\n",
       "15                    Grab\n",
       "16                    Hulu\n",
       "17   Palantir Technologies\n",
       "18                DoorDash\n",
       "19                    比特大陆\n",
       "20                    京东物流\n",
       "21                 Samumed\n",
       "22                  GO-JEK\n",
       "23                   Paytm\n",
       "24                    贝壳找房\n",
       "25                     车好多\n",
       "26                 Coupang\n",
       "27                  平安医保科技\n",
       "28                    Wish\n",
       "29                Coinbase\n",
       "..                     ...\n",
       "464                    优刻得\n",
       "465                  Udaan\n",
       "466                Udacity\n",
       "467                    云知声\n",
       "468                    V领地\n",
       "469                   View\n",
       "470                Vlocity\n",
       "471              Vox Media\n",
       "472                    VTS\n",
       "473                     挖财\n",
       "474                 WalkMe\n",
       "475                  WeLab\n",
       "476                   万能钥匙\n",
       "477                    我买网\n",
       "478                    汇桔网\n",
       "479                Yanolja\n",
       "480                    要出发\n",
       "481                   越海全球\n",
       "482                   一点资讯\n",
       "483                    易久批\n",
       "484                   壹米滴答\n",
       "485                    洋码头\n",
       "486                    有利网\n",
       "487                   网易有道\n",
       "488                   云鸟科技\n",
       "489            Zeta Global\n",
       "490                  掌门1对1\n",
       "491                     转转\n",
       "492  Zipline International\n",
       "493           ZipRecruiter\n",
       "\n",
       "[494 rows x 1 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# drop()\n",
    "df_待合并 = df_创始人_准备.drop(\"掌门人/创始人\",axis=1)  # axis表示轴\n",
    "df_待合并.index.name = \"序号\"\n",
    "df_待合并\n",
    "# drop():删除某列\n",
    "# axis=1 代表跨列，表示沿着每一行或者列标签模向执行对应的方法，也就是说将“掌门人/创始人”对应的列标签沿着水平方向依次删掉\n",
    "# axis=0 代表往跨行，表示沿着每一列或行标签\\索引值向下执行方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>张一鸣</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>程维</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jim Schaper</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Adam Bowen</td>\n",
       "      <td>James Monsees</td>\n",
       "      <td>Kevin Burns</td>\n",
       "      <td>Tim Danaher</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Brian Chesky</td>\n",
       "      <td>Joe Gebbia</td>\n",
       "      <td>Nathan Blecharczyk</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>计葵生</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Elon Musk</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Adam Neumann</td>\n",
       "      <td>Miguel McKevley</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>John Collison</td>\n",
       "      <td>Patrick Collison</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>顾敏</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>童文红</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>陈生强</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>宿华</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>汪滔</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Anthony Tan</td>\n",
       "      <td>Tan Hooi Ling</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Elizabeth Comstock</td>\n",
       "      <td>Jason Kilar</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alexander Karp</td>\n",
       "      <td>Garry Tan</td>\n",
       "      <td>Joe Lonsdale</td>\n",
       "      <td>Nathan Gettings</td>\n",
       "      <td>Peter Thiel</td>\n",
       "      <td>Stephen Cohen</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Andy Fang</td>\n",
       "      <td>Evan Moore</td>\n",
       "      <td>Stanley Tang</td>\n",
       "      <td>Tony Xu</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>詹克团，吴忌寒</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>王振辉</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Osman Kibar</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Kevin Aluwi</td>\n",
       "      <td>Michaelangelo Moran</td>\n",
       "      <td>Nadiem Makarim</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Vijay Shekhar Sharma</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>左晖</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>杨浩涌</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Bom Kim</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>高菁</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Danny Zhang</td>\n",
       "      <td>Peter Szulczewski</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Brian Armstrong</td>\n",
       "      <td>Fred Ehrsam</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>季昕华</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Amod Malviya</td>\n",
       "      <td>Sujeet kumar</td>\n",
       "      <td>Vaibhav Gupta</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>David Stavens</td>\n",
       "      <td>Mike Sokolsky</td>\n",
       "      <td>Sebastian Thrun</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>梁家恩</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>周君强</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Paul Nguyen</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Craig Ramsey</td>\n",
       "      <td>David Schmaier</td>\n",
       "      <td>James Ramsey</td>\n",
       "      <td>Mark Armenante</td>\n",
       "      <td>Young Sohn</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Jerome Armstrong</td>\n",
       "      <td>Joshua Topolsky</td>\n",
       "      <td>Markos Moulitsas</td>\n",
       "      <td>Tyler Bleszinski</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Brandon Weber</td>\n",
       "      <td>Donald DeSantis</td>\n",
       "      <td>Karl Baum</td>\n",
       "      <td>Niall Smart</td>\n",
       "      <td>Nicholas Romito</td>\n",
       "      <td>Ryan Masiello</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>李治国</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>Dan Adika</td>\n",
       "      <td>Eyal Cohen</td>\n",
       "      <td>Rephael Sweary</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>龙沛智</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>陈大年</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>张东风</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>谢旭辉</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>Lee Sujin</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>丁根芳</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>张泉</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>李亚</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>王朝成</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>杨兴运</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>曾碧波</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>吴逸然</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>周枫</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>韩毅</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>David A. Steinberg</td>\n",
       "      <td>John Sculley</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>张翼</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>姚劲波</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Keenan Wyrobek</td>\n",
       "      <td>Keller Rinaudo</td>\n",
       "      <td>Will Hetzler</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>Ian Siegel</td>\n",
       "      <td>Joe Edmonds</td>\n",
       "      <td>Ward Poulos</td>\n",
       "      <td>Willis Redd</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>494 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       0                     1                    2   \\\n",
       "序号                                                                     \n",
       "0                     井贤栋                  None                 None   \n",
       "1                     张一鸣                  None                 None   \n",
       "2                      程维                  None                 None   \n",
       "3             Jim Schaper                  None                 None   \n",
       "4              Adam Bowen         James Monsees          Kevin Burns   \n",
       "5            Brian Chesky            Joe Gebbia   Nathan Blecharczyk   \n",
       "6                     计葵生                  None                 None   \n",
       "7               Elon Musk                  None                 None   \n",
       "8            Adam Neumann       Miguel McKevley                 None   \n",
       "9           John Collison      Patrick Collison                 None   \n",
       "10                     顾敏                  None                 None   \n",
       "11                    童文红                  None                 None   \n",
       "12                    陈生强                  None                 None   \n",
       "13                     宿华                  None                 None   \n",
       "14                     汪滔                  None                 None   \n",
       "15            Anthony Tan         Tan Hooi Ling                 None   \n",
       "16     Elizabeth Comstock           Jason Kilar                 None   \n",
       "17         Alexander Karp             Garry Tan         Joe Lonsdale   \n",
       "18              Andy Fang            Evan Moore         Stanley Tang   \n",
       "19                詹克团，吴忌寒                  None                 None   \n",
       "20                    王振辉                  None                 None   \n",
       "21            Osman Kibar                  None                 None   \n",
       "22            Kevin Aluwi   Michaelangelo Moran       Nadiem Makarim   \n",
       "23   Vijay Shekhar Sharma                  None                 None   \n",
       "24                     左晖                  None                 None   \n",
       "25                    杨浩涌                  None                 None   \n",
       "26                Bom Kim                  None                 None   \n",
       "27                     高菁                  None                 None   \n",
       "28            Danny Zhang     Peter Szulczewski                 None   \n",
       "29        Brian Armstrong           Fred Ehrsam                 None   \n",
       "..                    ...                   ...                  ...   \n",
       "464                   季昕华                  None                 None   \n",
       "465          Amod Malviya          Sujeet kumar        Vaibhav Gupta   \n",
       "466         David Stavens         Mike Sokolsky      Sebastian Thrun   \n",
       "467                   梁家恩                  None                 None   \n",
       "468                   周君强                  None                 None   \n",
       "469           Paul Nguyen                  None                 None   \n",
       "470          Craig Ramsey        David Schmaier         James Ramsey   \n",
       "471      Jerome Armstrong       Joshua Topolsky     Markos Moulitsas   \n",
       "472         Brandon Weber       Donald DeSantis            Karl Baum   \n",
       "473                   李治国                  None                 None   \n",
       "474             Dan Adika            Eyal Cohen       Rephael Sweary   \n",
       "475                   龙沛智                  None                 None   \n",
       "476                   陈大年                  None                 None   \n",
       "477                   张东风                  None                 None   \n",
       "478                   谢旭辉                  None                 None   \n",
       "479             Lee Sujin                  None                 None   \n",
       "480                   丁根芳                  None                 None   \n",
       "481                    张泉                  None                 None   \n",
       "482                    李亚                  None                 None   \n",
       "483                   王朝成                  None                 None   \n",
       "484                   杨兴运                  None                 None   \n",
       "485                   曾碧波                  None                 None   \n",
       "486                   吴逸然                  None                 None   \n",
       "487                    周枫                  None                 None   \n",
       "488                    韩毅                  None                 None   \n",
       "489    David A. Steinberg          John Sculley                 None   \n",
       "490                    张翼                  None                 None   \n",
       "491                   姚劲波                  None                 None   \n",
       "492        Keenan Wyrobek        Keller Rinaudo         Will Hetzler   \n",
       "493            Ian Siegel           Joe Edmonds          Ward Poulos   \n",
       "\n",
       "                    3                 4               5     6     7     8   \\\n",
       "序号                                                                           \n",
       "0                 None              None            None  None  None  None   \n",
       "1                 None              None            None  None  None  None   \n",
       "2                 None              None            None  None  None  None   \n",
       "3                 None              None            None  None  None  None   \n",
       "4          Tim Danaher              None            None  None  None  None   \n",
       "5                 None              None            None  None  None  None   \n",
       "6                 None              None            None  None  None  None   \n",
       "7                 None              None            None  None  None  None   \n",
       "8                 None              None            None  None  None  None   \n",
       "9                 None              None            None  None  None  None   \n",
       "10                None              None            None  None  None  None   \n",
       "11                None              None            None  None  None  None   \n",
       "12                None              None            None  None  None  None   \n",
       "13                None              None            None  None  None  None   \n",
       "14                None              None            None  None  None  None   \n",
       "15                None              None            None  None  None  None   \n",
       "16                None              None            None  None  None  None   \n",
       "17     Nathan Gettings       Peter Thiel   Stephen Cohen  None  None  None   \n",
       "18             Tony Xu              None            None  None  None  None   \n",
       "19                None              None            None  None  None  None   \n",
       "20                None              None            None  None  None  None   \n",
       "21                None              None            None  None  None  None   \n",
       "22                None              None            None  None  None  None   \n",
       "23                None              None            None  None  None  None   \n",
       "24                None              None            None  None  None  None   \n",
       "25                None              None            None  None  None  None   \n",
       "26                None              None            None  None  None  None   \n",
       "27                None              None            None  None  None  None   \n",
       "28                None              None            None  None  None  None   \n",
       "29                None              None            None  None  None  None   \n",
       "..                 ...               ...             ...   ...   ...   ...   \n",
       "464               None              None            None  None  None  None   \n",
       "465               None              None            None  None  None  None   \n",
       "466               None              None            None  None  None  None   \n",
       "467               None              None            None  None  None  None   \n",
       "468               None              None            None  None  None  None   \n",
       "469               None              None            None  None  None  None   \n",
       "470     Mark Armenante        Young Sohn            None  None  None  None   \n",
       "471   Tyler Bleszinski              None            None  None  None  None   \n",
       "472        Niall Smart   Nicholas Romito   Ryan Masiello  None  None  None   \n",
       "473               None              None            None  None  None  None   \n",
       "474               None              None            None  None  None  None   \n",
       "475               None              None            None  None  None  None   \n",
       "476               None              None            None  None  None  None   \n",
       "477               None              None            None  None  None  None   \n",
       "478               None              None            None  None  None  None   \n",
       "479               None              None            None  None  None  None   \n",
       "480               None              None            None  None  None  None   \n",
       "481               None              None            None  None  None  None   \n",
       "482               None              None            None  None  None  None   \n",
       "483               None              None            None  None  None  None   \n",
       "484               None              None            None  None  None  None   \n",
       "485               None              None            None  None  None  None   \n",
       "486               None              None            None  None  None  None   \n",
       "487               None              None            None  None  None  None   \n",
       "488               None              None            None  None  None  None   \n",
       "489               None              None            None  None  None  None   \n",
       "490               None              None            None  None  None  None   \n",
       "491               None              None            None  None  None  None   \n",
       "492               None              None            None  None  None  None   \n",
       "493        Willis Redd              None            None  None  None  None   \n",
       "\n",
       "       9     10    11    12    13  \n",
       "序号                                 \n",
       "0    None  None  None  None  None  \n",
       "1    None  None  None  None  None  \n",
       "2    None  None  None  None  None  \n",
       "3    None  None  None  None  None  \n",
       "4    None  None  None  None  None  \n",
       "5    None  None  None  None  None  \n",
       "6    None  None  None  None  None  \n",
       "7    None  None  None  None  None  \n",
       "8    None  None  None  None  None  \n",
       "9    None  None  None  None  None  \n",
       "10   None  None  None  None  None  \n",
       "11   None  None  None  None  None  \n",
       "12   None  None  None  None  None  \n",
       "13   None  None  None  None  None  \n",
       "14   None  None  None  None  None  \n",
       "15   None  None  None  None  None  \n",
       "16   None  None  None  None  None  \n",
       "17   None  None  None  None  None  \n",
       "18   None  None  None  None  None  \n",
       "19   None  None  None  None  None  \n",
       "20   None  None  None  None  None  \n",
       "21   None  None  None  None  None  \n",
       "22   None  None  None  None  None  \n",
       "23   None  None  None  None  None  \n",
       "24   None  None  None  None  None  \n",
       "25   None  None  None  None  None  \n",
       "26   None  None  None  None  None  \n",
       "27   None  None  None  None  None  \n",
       "28   None  None  None  None  None  \n",
       "29   None  None  None  None  None  \n",
       "..    ...   ...   ...   ...   ...  \n",
       "464  None  None  None  None  None  \n",
       "465  None  None  None  None  None  \n",
       "466  None  None  None  None  None  \n",
       "467  None  None  None  None  None  \n",
       "468  None  None  None  None  None  \n",
       "469  None  None  None  None  None  \n",
       "470  None  None  None  None  None  \n",
       "471  None  None  None  None  None  \n",
       "472  None  None  None  None  None  \n",
       "473  None  None  None  None  None  \n",
       "474  None  None  None  None  None  \n",
       "475  None  None  None  None  None  \n",
       "476  None  None  None  None  None  \n",
       "477  None  None  None  None  None  \n",
       "478  None  None  None  None  None  \n",
       "479  None  None  None  None  None  \n",
       "480  None  None  None  None  None  \n",
       "481  None  None  None  None  None  \n",
       "482  None  None  None  None  None  \n",
       "483  None  None  None  None  None  \n",
       "484  None  None  None  None  None  \n",
       "485  None  None  None  None  None  \n",
       "486  None  None  None  None  None  \n",
       "487  None  None  None  None  None  \n",
       "488  None  None  None  None  None  \n",
       "489  None  None  None  None  None  \n",
       "490  None  None  None  None  None  \n",
       "491  None  None  None  None  None  \n",
       "492  None  None  None  None  None  \n",
       "493  None  None  None  None  None  \n",
       "\n",
       "[494 rows x 14 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# split()\n",
    "df[\"掌门人/创始人\"].str.split(\",\",expand = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "序号   \n",
       "0   0                    井贤栋\n",
       "1   0                    张一鸣\n",
       "2   0                     程维\n",
       "3   0            Jim Schaper\n",
       "4   0             Adam Bowen\n",
       "    1          James Monsees\n",
       "    2            Kevin Burns\n",
       "    3            Tim Danaher\n",
       "5   0           Brian Chesky\n",
       "    1             Joe Gebbia\n",
       "    2     Nathan Blecharczyk\n",
       "6   0                    计葵生\n",
       "7   0              Elon Musk\n",
       "8   0           Adam Neumann\n",
       "    1        Miguel McKevley\n",
       "9   0          John Collison\n",
       "    1       Patrick Collison\n",
       "10  0                     顾敏\n",
       "11  0                    童文红\n",
       "12  0                    陈生强\n",
       "dtype: object"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"掌门人/创始人\"].str.split(\",\",expand = True).stack().head(20)\n",
    "# stack()的意思是堆叠，而unstack()即不要堆叠\n",
    "# stack() 将列索引变为行索引，且操作后返回对象是series类型，默认操作最里层数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "序号\n",
       "0                      井贤栋\n",
       "1                      张一鸣\n",
       "2                       程维\n",
       "3              Jim Schaper\n",
       "4               Adam Bowen\n",
       "4            James Monsees\n",
       "4              Kevin Burns\n",
       "4              Tim Danaher\n",
       "5             Brian Chesky\n",
       "5               Joe Gebbia\n",
       "5       Nathan Blecharczyk\n",
       "6                      计葵生\n",
       "7                Elon Musk\n",
       "8             Adam Neumann\n",
       "8          Miguel McKevley\n",
       "9            John Collison\n",
       "9         Patrick Collison\n",
       "10                      顾敏\n",
       "11                     童文红\n",
       "12                     陈生强\n",
       "13                      宿华\n",
       "14                      汪滔\n",
       "15             Anthony Tan\n",
       "15           Tan Hooi Ling\n",
       "16      Elizabeth Comstock\n",
       "16             Jason Kilar\n",
       "17          Alexander Karp\n",
       "17               Garry Tan\n",
       "17            Joe Lonsdale\n",
       "17         Nathan Gettings\n",
       "              ...         \n",
       "472          Ryan Masiello\n",
       "473                    李治国\n",
       "474              Dan Adika\n",
       "474             Eyal Cohen\n",
       "474         Rephael Sweary\n",
       "475                    龙沛智\n",
       "476                    陈大年\n",
       "477                    张东风\n",
       "478                    谢旭辉\n",
       "479              Lee Sujin\n",
       "480                    丁根芳\n",
       "481                     张泉\n",
       "482                     李亚\n",
       "483                    王朝成\n",
       "484                    杨兴运\n",
       "485                    曾碧波\n",
       "486                    吴逸然\n",
       "487                     周枫\n",
       "488                     韩毅\n",
       "489     David A. Steinberg\n",
       "489           John Sculley\n",
       "490                     张翼\n",
       "491                    姚劲波\n",
       "492         Keenan Wyrobek\n",
       "492         Keller Rinaudo\n",
       "492           Will Hetzler\n",
       "493             Ian Siegel\n",
       "493            Joe Edmonds\n",
       "493            Ward Poulos\n",
       "493            Willis Redd\n",
       "Length: 911, dtype: object"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 以最内层为索引堆叠\n",
    "df[\"掌门人/创始人\"].str.split(\",\",expand = True).stack().reset_index(level=1,drop=True)\n",
    "# reset_index 可以还原索引\n",
    "# level控制了具体要还原的那个等级的索引，默认情况下移除所有级别\n",
    "# drop ：在reset_index中默认为 drop = False ，drop为False则索引列会被还原为普通列，否则会丢失"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "序号\n",
       "0                      井贤栋\n",
       "1                      张一鸣\n",
       "2                       程维\n",
       "3              Jim Schaper\n",
       "4               Adam Bowen\n",
       "4            James Monsees\n",
       "4              Kevin Burns\n",
       "4              Tim Danaher\n",
       "5             Brian Chesky\n",
       "5               Joe Gebbia\n",
       "5       Nathan Blecharczyk\n",
       "6                      计葵生\n",
       "7                Elon Musk\n",
       "8             Adam Neumann\n",
       "8          Miguel McKevley\n",
       "9            John Collison\n",
       "9         Patrick Collison\n",
       "10                      顾敏\n",
       "11                     童文红\n",
       "12                     陈生强\n",
       "13                      宿华\n",
       "14                      汪滔\n",
       "15             Anthony Tan\n",
       "15           Tan Hooi Ling\n",
       "16      Elizabeth Comstock\n",
       "16             Jason Kilar\n",
       "17          Alexander Karp\n",
       "17               Garry Tan\n",
       "17            Joe Lonsdale\n",
       "17         Nathan Gettings\n",
       "              ...         \n",
       "472          Ryan Masiello\n",
       "473                    李治国\n",
       "474              Dan Adika\n",
       "474             Eyal Cohen\n",
       "474         Rephael Sweary\n",
       "475                    龙沛智\n",
       "476                    陈大年\n",
       "477                    张东风\n",
       "478                    谢旭辉\n",
       "479              Lee Sujin\n",
       "480                    丁根芳\n",
       "481                     张泉\n",
       "482                     李亚\n",
       "483                    王朝成\n",
       "484                    杨兴运\n",
       "485                    曾碧波\n",
       "486                    吴逸然\n",
       "487                     周枫\n",
       "488                     韩毅\n",
       "489     David A. Steinberg\n",
       "489           John Sculley\n",
       "490                     张翼\n",
       "491                    姚劲波\n",
       "492         Keenan Wyrobek\n",
       "492         Keller Rinaudo\n",
       "492           Will Hetzler\n",
       "493             Ian Siegel\n",
       "493            Joe Edmonds\n",
       "493            Ward Poulos\n",
       "493            Willis Redd\n",
       "Name: 掌门人/创始人, Length: 911, dtype: object"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 给新的Series命名\n",
    "df_准备合并的列 =df['掌门人/创始人'].str.split(',', expand=True).stack().reset_index(level=1,drop=True).rename('掌门人/创始人')\n",
    "df_准备合并的列.index.name = \"序号\"\n",
    "df_准备合并的列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>序号</th>\n",
       "      <th>掌门人/创始人</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>井贤栋</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>张一鸣</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>程维</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Jim Schaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Adam Bowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4</td>\n",
       "      <td>James Monsees</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4</td>\n",
       "      <td>Kevin Burns</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4</td>\n",
       "      <td>Tim Danaher</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>Brian Chesky</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5</td>\n",
       "      <td>Joe Gebbia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5</td>\n",
       "      <td>Nathan Blecharczyk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>6</td>\n",
       "      <td>计葵生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>7</td>\n",
       "      <td>Elon Musk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>8</td>\n",
       "      <td>Adam Neumann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>8</td>\n",
       "      <td>Miguel McKevley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>9</td>\n",
       "      <td>John Collison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>9</td>\n",
       "      <td>Patrick Collison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>10</td>\n",
       "      <td>顾敏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>11</td>\n",
       "      <td>童文红</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>12</td>\n",
       "      <td>陈生强</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    序号              掌门人/创始人\n",
       "0    0                  井贤栋\n",
       "1    1                  张一鸣\n",
       "2    2                   程维\n",
       "3    3          Jim Schaper\n",
       "4    4           Adam Bowen\n",
       "5    4        James Monsees\n",
       "6    4          Kevin Burns\n",
       "7    4          Tim Danaher\n",
       "8    5         Brian Chesky\n",
       "9    5           Joe Gebbia\n",
       "10   5   Nathan Blecharczyk\n",
       "11   6                  计葵生\n",
       "12   7            Elon Musk\n",
       "13   8         Adam Neumann\n",
       "14   8      Miguel McKevley\n",
       "15   9        John Collison\n",
       "16   9     Patrick Collison\n",
       "17  10                   顾敏\n",
       "18  11                  童文红\n",
       "19  12                  陈生强"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict_准备合并的列 = {\"序号\":df_准备合并的列.index,\"掌门人/创始人\":df_准备合并的列.values}\n",
    "df_准备合并列=pd.DataFrame(dict_准备合并的列)\n",
    "df_准备合并列.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据框聚合\n",
    "使用merge进行合并"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>企业名称</th>\n",
       "      <th>掌门人/创始人</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>序号</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>蚂蚁金服</td>\n",
       "      <td>井贤栋</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>张一鸣</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>滴滴出行</td>\n",
       "      <td>程维</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Infor</td>\n",
       "      <td>Jim Schaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>Adam Bowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>James Monsees</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>Kevin Burns</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>Tim Danaher</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Brian Chesky</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Joe Gebbia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Nathan Blecharczyk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>陆金所</td>\n",
       "      <td>计葵生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SpaceX</td>\n",
       "      <td>Elon Musk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>WeWork</td>\n",
       "      <td>Adam Neumann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>WeWork</td>\n",
       "      <td>Miguel McKevley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Stripe</td>\n",
       "      <td>John Collison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Stripe</td>\n",
       "      <td>Patrick Collison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>微众银行</td>\n",
       "      <td>顾敏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>菜鸟网络</td>\n",
       "      <td>童文红</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>京东数科</td>\n",
       "      <td>陈生强</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>快手</td>\n",
       "      <td>宿华</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>大疆</td>\n",
       "      <td>汪滔</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Grab</td>\n",
       "      <td>Anthony Tan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Grab</td>\n",
       "      <td>Tan Hooi Ling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Hulu</td>\n",
       "      <td>Elizabeth Comstock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Hulu</td>\n",
       "      <td>Jason Kilar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>Alexander Karp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>Garry Tan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>Joe Lonsdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>Nathan Gettings</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>VTS</td>\n",
       "      <td>Ryan Masiello</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>挖财</td>\n",
       "      <td>李治国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>WalkMe</td>\n",
       "      <td>Dan Adika</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>WalkMe</td>\n",
       "      <td>Eyal Cohen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>WalkMe</td>\n",
       "      <td>Rephael Sweary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>WeLab</td>\n",
       "      <td>龙沛智</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>万能钥匙</td>\n",
       "      <td>陈大年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>我买网</td>\n",
       "      <td>张东风</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>汇桔网</td>\n",
       "      <td>谢旭辉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>Yanolja</td>\n",
       "      <td>Lee Sujin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>要出发</td>\n",
       "      <td>丁根芳</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>越海全球</td>\n",
       "      <td>张泉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>一点资讯</td>\n",
       "      <td>李亚</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>易久批</td>\n",
       "      <td>王朝成</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>壹米滴答</td>\n",
       "      <td>杨兴运</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>洋码头</td>\n",
       "      <td>曾碧波</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>有利网</td>\n",
       "      <td>吴逸然</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>网易有道</td>\n",
       "      <td>周枫</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>云鸟科技</td>\n",
       "      <td>韩毅</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>David A. Steinberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>John Sculley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>掌门1对1</td>\n",
       "      <td>张翼</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>转转</td>\n",
       "      <td>姚劲波</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Zipline International</td>\n",
       "      <td>Keenan Wyrobek</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Zipline International</td>\n",
       "      <td>Keller Rinaudo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Zipline International</td>\n",
       "      <td>Will Hetzler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>Ian Siegel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>Joe Edmonds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>Ward Poulos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>Willis Redd</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>911 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      企业名称              掌门人/创始人\n",
       "序号                                             \n",
       "0                     蚂蚁金服                  井贤栋\n",
       "1                     字节跳动                  张一鸣\n",
       "2                     滴滴出行                   程维\n",
       "3                    Infor          Jim Schaper\n",
       "4                JUUL Labs           Adam Bowen\n",
       "4                JUUL Labs        James Monsees\n",
       "4                JUUL Labs          Kevin Burns\n",
       "4                JUUL Labs          Tim Danaher\n",
       "5                      爱彼迎         Brian Chesky\n",
       "5                      爱彼迎           Joe Gebbia\n",
       "5                      爱彼迎   Nathan Blecharczyk\n",
       "6                      陆金所                  计葵生\n",
       "7                   SpaceX            Elon Musk\n",
       "8                   WeWork         Adam Neumann\n",
       "8                   WeWork      Miguel McKevley\n",
       "9                   Stripe        John Collison\n",
       "9                   Stripe     Patrick Collison\n",
       "10                    微众银行                   顾敏\n",
       "11                    菜鸟网络                  童文红\n",
       "12                    京东数科                  陈生强\n",
       "13                      快手                   宿华\n",
       "14                      大疆                   汪滔\n",
       "15                    Grab          Anthony Tan\n",
       "15                    Grab        Tan Hooi Ling\n",
       "16                    Hulu   Elizabeth Comstock\n",
       "16                    Hulu          Jason Kilar\n",
       "17   Palantir Technologies       Alexander Karp\n",
       "17   Palantir Technologies            Garry Tan\n",
       "17   Palantir Technologies         Joe Lonsdale\n",
       "17   Palantir Technologies      Nathan Gettings\n",
       "..                     ...                  ...\n",
       "472                    VTS        Ryan Masiello\n",
       "473                     挖财                  李治国\n",
       "474                 WalkMe            Dan Adika\n",
       "474                 WalkMe           Eyal Cohen\n",
       "474                 WalkMe       Rephael Sweary\n",
       "475                  WeLab                  龙沛智\n",
       "476                   万能钥匙                  陈大年\n",
       "477                    我买网                  张东风\n",
       "478                    汇桔网                  谢旭辉\n",
       "479                Yanolja            Lee Sujin\n",
       "480                    要出发                  丁根芳\n",
       "481                   越海全球                   张泉\n",
       "482                   一点资讯                   李亚\n",
       "483                    易久批                  王朝成\n",
       "484                   壹米滴答                  杨兴运\n",
       "485                    洋码头                  曾碧波\n",
       "486                    有利网                  吴逸然\n",
       "487                   网易有道                   周枫\n",
       "488                   云鸟科技                   韩毅\n",
       "489            Zeta Global   David A. Steinberg\n",
       "489            Zeta Global         John Sculley\n",
       "490                  掌门1对1                   张翼\n",
       "491                     转转                  姚劲波\n",
       "492  Zipline International       Keenan Wyrobek\n",
       "492  Zipline International       Keller Rinaudo\n",
       "492  Zipline International         Will Hetzler\n",
       "493           ZipRecruiter           Ian Siegel\n",
       "493           ZipRecruiter          Joe Edmonds\n",
       "493           ZipRecruiter          Ward Poulos\n",
       "493           ZipRecruiter          Willis Redd\n",
       "\n",
       "[911 rows x 2 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 企业名称对应多个创始人\n",
    "df_创始人 = pd.merge(df_待合并,df_准备合并的列,on=\"序号\")\n",
    "df_创始人"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>企业名称</th>\n",
       "      <th>掌门人/创始人</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>序号</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>蚂蚁金服</td>\n",
       "      <td>井贤栋</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>张一鸣</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>滴滴出行</td>\n",
       "      <td>程维</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Infor</td>\n",
       "      <td>Jim Schaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>Adam Bowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>James Monsees</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>Kevin Burns</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>Tim Danaher</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Brian Chesky</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Joe Gebbia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Nathan Blecharczyk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>陆金所</td>\n",
       "      <td>计葵生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SpaceX</td>\n",
       "      <td>Elon Musk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>WeWork</td>\n",
       "      <td>Adam Neumann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>WeWork</td>\n",
       "      <td>Miguel McKevley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Stripe</td>\n",
       "      <td>John Collison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Stripe</td>\n",
       "      <td>Patrick Collison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>微众银行</td>\n",
       "      <td>顾敏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>菜鸟网络</td>\n",
       "      <td>童文红</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>京东数科</td>\n",
       "      <td>陈生强</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>快手</td>\n",
       "      <td>宿华</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>大疆</td>\n",
       "      <td>汪滔</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Grab</td>\n",
       "      <td>Anthony Tan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Grab</td>\n",
       "      <td>Tan Hooi Ling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Hulu</td>\n",
       "      <td>Elizabeth Comstock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Hulu</td>\n",
       "      <td>Jason Kilar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>Alexander Karp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>Garry Tan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>Joe Lonsdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>Nathan Gettings</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>VTS</td>\n",
       "      <td>Ryan Masiello</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>挖财</td>\n",
       "      <td>李治国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>WalkMe</td>\n",
       "      <td>Dan Adika</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>WalkMe</td>\n",
       "      <td>Eyal Cohen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>WalkMe</td>\n",
       "      <td>Rephael Sweary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>WeLab</td>\n",
       "      <td>龙沛智</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>万能钥匙</td>\n",
       "      <td>陈大年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>我买网</td>\n",
       "      <td>张东风</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>汇桔网</td>\n",
       "      <td>谢旭辉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>Yanolja</td>\n",
       "      <td>Lee Sujin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>要出发</td>\n",
       "      <td>丁根芳</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>越海全球</td>\n",
       "      <td>张泉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>一点资讯</td>\n",
       "      <td>李亚</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>易久批</td>\n",
       "      <td>王朝成</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>壹米滴答</td>\n",
       "      <td>杨兴运</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>洋码头</td>\n",
       "      <td>曾碧波</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>有利网</td>\n",
       "      <td>吴逸然</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>网易有道</td>\n",
       "      <td>周枫</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>云鸟科技</td>\n",
       "      <td>韩毅</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>David A. Steinberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>John Sculley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>掌门1对1</td>\n",
       "      <td>张翼</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>转转</td>\n",
       "      <td>姚劲波</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Zipline International</td>\n",
       "      <td>Keenan Wyrobek</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Zipline International</td>\n",
       "      <td>Keller Rinaudo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Zipline International</td>\n",
       "      <td>Will Hetzler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>Ian Siegel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>Joe Edmonds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>Ward Poulos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>Willis Redd</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>911 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      企业名称              掌门人/创始人\n",
       "序号                                             \n",
       "0                     蚂蚁金服                  井贤栋\n",
       "1                     字节跳动                  张一鸣\n",
       "2                     滴滴出行                   程维\n",
       "3                    Infor          Jim Schaper\n",
       "4                JUUL Labs           Adam Bowen\n",
       "4                JUUL Labs        James Monsees\n",
       "4                JUUL Labs          Kevin Burns\n",
       "4                JUUL Labs          Tim Danaher\n",
       "5                      爱彼迎         Brian Chesky\n",
       "5                      爱彼迎           Joe Gebbia\n",
       "5                      爱彼迎   Nathan Blecharczyk\n",
       "6                      陆金所                  计葵生\n",
       "7                   SpaceX            Elon Musk\n",
       "8                   WeWork         Adam Neumann\n",
       "8                   WeWork      Miguel McKevley\n",
       "9                   Stripe        John Collison\n",
       "9                   Stripe     Patrick Collison\n",
       "10                    微众银行                   顾敏\n",
       "11                    菜鸟网络                  童文红\n",
       "12                    京东数科                  陈生强\n",
       "13                      快手                   宿华\n",
       "14                      大疆                   汪滔\n",
       "15                    Grab          Anthony Tan\n",
       "15                    Grab        Tan Hooi Ling\n",
       "16                    Hulu   Elizabeth Comstock\n",
       "16                    Hulu          Jason Kilar\n",
       "17   Palantir Technologies       Alexander Karp\n",
       "17   Palantir Technologies            Garry Tan\n",
       "17   Palantir Technologies         Joe Lonsdale\n",
       "17   Palantir Technologies      Nathan Gettings\n",
       "..                     ...                  ...\n",
       "472                    VTS        Ryan Masiello\n",
       "473                     挖财                  李治国\n",
       "474                 WalkMe            Dan Adika\n",
       "474                 WalkMe           Eyal Cohen\n",
       "474                 WalkMe       Rephael Sweary\n",
       "475                  WeLab                  龙沛智\n",
       "476                   万能钥匙                  陈大年\n",
       "477                    我买网                  张东风\n",
       "478                    汇桔网                  谢旭辉\n",
       "479                Yanolja            Lee Sujin\n",
       "480                    要出发                  丁根芳\n",
       "481                   越海全球                   张泉\n",
       "482                   一点资讯                   李亚\n",
       "483                    易久批                  王朝成\n",
       "484                   壹米滴答                  杨兴运\n",
       "485                    洋码头                  曾碧波\n",
       "486                    有利网                  吴逸然\n",
       "487                   网易有道                   周枫\n",
       "488                   云鸟科技                   韩毅\n",
       "489            Zeta Global   David A. Steinberg\n",
       "489            Zeta Global         John Sculley\n",
       "490                  掌门1对1                   张翼\n",
       "491                     转转                  姚劲波\n",
       "492  Zipline International       Keenan Wyrobek\n",
       "492  Zipline International       Keller Rinaudo\n",
       "492  Zipline International         Will Hetzler\n",
       "493           ZipRecruiter           Ian Siegel\n",
       "493           ZipRecruiter          Joe Edmonds\n",
       "493           ZipRecruiter          Ward Poulos\n",
       "493           ZipRecruiter          Willis Redd\n",
       "\n",
       "[911 rows x 2 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 整合代码\n",
    "# 一个企业对应多个创始人\n",
    "df_创始人_准备 = df[[\"企业名称\",\"掌门人/创始人\"]]\n",
    "df_创始人_准备.index.name = \"序号\"\n",
    "df_创始人 = pd.merge(df_创始人_准备.drop(\"掌门人/创始人\",axis=1),\\\n",
    "                     df[\"掌门人/创始人\"].str.split(\",\",expand=True) \\\n",
    "                                        .stack().reset_index(level=1,drop=True)\n",
    "                                        .rename(\"掌门人/创始人\"),on=\"序号\")\n",
    "display(df_创始人)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>企业名称</th>\n",
       "      <th>部分投资机构</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>序号</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>蚂蚁金服</td>\n",
       "      <td>春华资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>蚂蚁金服</td>\n",
       "      <td>中投海外</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>蚂蚁金服</td>\n",
       "      <td>红杉资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>红杉资本</td>\n",
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       "      <td>字节跳动</td>\n",
       "      <td>纪源资本</td>\n",
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       "      <td>字节跳动</td>\n",
       "      <td>启明创投</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>滴滴出行</td>\n",
       "      <td>腾讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>滴滴出行</td>\n",
       "      <td>阿里巴巴</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>滴滴出行</td>\n",
       "      <td>红杉资本</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>滴滴出行</td>\n",
       "      <td>经纬中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>滴滴出行</td>\n",
       "      <td>纪源资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Infor</td>\n",
       "      <td>Golden Gate Capital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Infor</td>\n",
       "      <td>Koch Equity Development</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>M13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>Timothy Davis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>Evolution VC Partners</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>Tiger Global Management</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>Altria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JUUL Labs</td>\n",
       "      <td>Capital Re</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Tiger Global Management</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Founders Fund</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Y Combinator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Sequioa Capital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Andreessen Horowitz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "      <td>Greylock Partners</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>爱彼迎</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>陆金所</td>\n",
       "      <td>摩根士丹利</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>陆金所</td>\n",
       "      <td>中银集团</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>陆金所</td>\n",
       "      <td>国泰君安（香港）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>482</th>\n",
       "      <td>一点资讯</td>\n",
       "      <td>小米</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>一点资讯</td>\n",
       "      <td>IDG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>易久批</td>\n",
       "      <td>美团点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>易久批</td>\n",
       "      <td>腾讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>易久批</td>\n",
       "      <td>贝塔斯曼</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>壹米滴答</td>\n",
       "      <td>博裕资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>壹米滴答</td>\n",
       "      <td>厚朴投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>壹米滴答</td>\n",
       "      <td>普洛斯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>壹米滴答</td>\n",
       "      <td>源码资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>壹米滴答</td>\n",
       "      <td>鼎晖投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>洋码头</td>\n",
       "      <td>远镜创投</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>洋码头</td>\n",
       "      <td>赛富基金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>有利网</td>\n",
       "      <td>高瓴资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>有利网</td>\n",
       "      <td>晨兴资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>有利网</td>\n",
       "      <td>软银中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>网易有道</td>\n",
       "      <td>君联资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>网易有道</td>\n",
       "      <td>慕华投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>云鸟科技</td>\n",
       "      <td>华平投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>云鸟科技</td>\n",
       "      <td>红杉资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>云鸟科技</td>\n",
       "      <td>经纬中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>GPI Capital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Zeta Global</td>\n",
       "      <td>GSO Capital Partners</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>掌门1对1</td>\n",
       "      <td>顺为资本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>掌门1对1</td>\n",
       "      <td>达晨创投</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>掌门1对1</td>\n",
       "      <td>华平投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>转转</td>\n",
       "      <td>腾讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Zipline International</td>\n",
       "      <td>Sequoia Capital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Zipline International</td>\n",
       "      <td>Visionnaire Ventures</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Zipline International</td>\n",
       "      <td>Katalyst.Ventures</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>ZipRecruiter</td>\n",
       "      <td>IVP (Institutional Venture Partners)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1835 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      企业名称                                部分投资机构\n",
       "序号                                                              \n",
       "0                     蚂蚁金服                                  春华资本\n",
       "0                     蚂蚁金服                                  中投海外\n",
       "0                     蚂蚁金服                                  红杉资本\n",
       "1                     字节跳动                                  红杉资本\n",
       "1                     字节跳动                                  海纳亚洲\n",
       "1                     字节跳动                                  纪源资本\n",
       "1                     字节跳动                                  启明创投\n",
       "2                     滴滴出行                                    腾讯\n",
       "2                     滴滴出行                                  阿里巴巴\n",
       "2                     滴滴出行                                  红杉资本\n",
       "2                     滴滴出行                                  经纬中国\n",
       "2                     滴滴出行                                  纪源资本\n",
       "3                    Infor                   Golden Gate Capital\n",
       "3                    Infor               Koch Equity Development\n",
       "4                JUUL Labs                                   M13\n",
       "4                JUUL Labs                         Timothy Davis\n",
       "4                JUUL Labs                 Evolution VC Partners\n",
       "4                JUUL Labs               Tiger Global Management\n",
       "4                JUUL Labs                                Altria\n",
       "4                JUUL Labs                            Capital Re\n",
       "5                      爱彼迎               Tiger Global Management\n",
       "5                      爱彼迎                         Founders Fund\n",
       "5                      爱彼迎                          Y Combinator\n",
       "5                      爱彼迎                       Sequioa Capital\n",
       "5                      爱彼迎                   Andreessen Horowitz\n",
       "5                      爱彼迎                     Greylock Partners\n",
       "5                      爱彼迎                                      \n",
       "6                      陆金所                                 摩根士丹利\n",
       "6                      陆金所                                  中银集团\n",
       "6                      陆金所                              国泰君安（香港）\n",
       "..                     ...                                   ...\n",
       "482                   一点资讯                                    小米\n",
       "482                   一点资讯                                   IDG\n",
       "483                    易久批                                  美团点评\n",
       "483                    易久批                                    腾讯\n",
       "483                    易久批                                  贝塔斯曼\n",
       "484                   壹米滴答                                  博裕资本\n",
       "484                   壹米滴答                                  厚朴投资\n",
       "484                   壹米滴答                                   普洛斯\n",
       "484                   壹米滴答                                  源码资本\n",
       "484                   壹米滴答                                  鼎晖投资\n",
       "485                    洋码头                                  远镜创投\n",
       "485                    洋码头                                  赛富基金\n",
       "486                    有利网                                  高瓴资本\n",
       "486                    有利网                                  晨兴资本\n",
       "486                    有利网                                  软银中国\n",
       "487                   网易有道                                  君联资本\n",
       "487                   网易有道                                  慕华投资\n",
       "488                   云鸟科技                                  华平投资\n",
       "488                   云鸟科技                                  红杉资本\n",
       "488                   云鸟科技                                  经纬中国\n",
       "489            Zeta Global                           GPI Capital\n",
       "489            Zeta Global                  GSO Capital Partners\n",
       "490                  掌门1对1                                  顺为资本\n",
       "490                  掌门1对1                                  达晨创投\n",
       "490                  掌门1对1                                  华平投资\n",
       "491                     转转                                    腾讯\n",
       "492  Zipline International                       Sequoia Capital\n",
       "492  Zipline International                  Visionnaire Ventures\n",
       "492  Zipline International                     Katalyst.Ventures\n",
       "493           ZipRecruiter  IVP (Institutional Venture Partners)\n",
       "\n",
       "[1835 rows x 2 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 整合代码\n",
    "# 一个企业对应多个投资机构\n",
    "df_机构_准备 = df[[\"企业名称\",\"部分投资机构\"]]\n",
    "df_机构_准备.index.rename = \"序号\"\n",
    "df_机构 = pd.merge(df_机构_准备.drop(\"部分投资机构\",axis=1),\\\n",
    "                   df[\"部分投资机构\"].str.split(\"[、,,]\",expand=True) \\\n",
    "                                     .stack().reset_index(level=1,drop=True)\n",
    "                                     .rename(\"部分投资机构\"),on=\"序号\")\n",
    "display(df_机构)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 练习\n",
    "## 投资方对应多个企业"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_投资方_企业 = df[[\"部分投资机构\",\"企业名称\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 遍历所有的企业\n",
    "# 先遍历每一行，再遍历每一行里的每一个\n",
    "all_投资机构 = [item for sublist in df_投资方_企业[\"部分投资机构\"].str.split(\"[、,,]\") for item in sublist]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>部分投资机构</th>\n",
       "      <th>企业名称</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>序号</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>红杉资本、海纳亚洲、纪源资本、启明创投</td>\n",
       "      <td>字节跳动</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>腾讯、阿里巴巴、红杉资本、经纬中国、纪源资本</td>\n",
       "      <td>滴滴出行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>顺为资本、纪源资本、真格基金</td>\n",
       "      <td>美菜网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>腾讯、红杉资本、光速中国、高瓴资本、云峰基金、纪源资本</td>\n",
       "      <td>满帮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>创新工场、启明创投、联想之星、建银国际、蚂蚁金服 、纪源资本</td>\n",
       "      <td>旷视科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>晨兴资本、IDG、经纬中国、顺为资本、阿里巴巴、纪源资本</td>\n",
       "      <td>小鹏汽车</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>纪源资本、磐谷创投、愉悦资本、蚂蚁金服</td>\n",
       "      <td>哈啰出行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>红杉资本、腾讯、真格基金、纪源资本、阿里巴巴</td>\n",
       "      <td>小红书</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>纪源资本、H Capital、红杉资本</td>\n",
       "      <td>作业帮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>IDG、华创资本、启明创投、纪源资本</td>\n",
       "      <td>同盾科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>携程、纪源资本、启明创投、鼎晖投资</td>\n",
       "      <td>途家网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>创新工场、腾讯、真格基金、顺为资本、纪源资本</td>\n",
       "      <td>Momenta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>顺为资本、GIC、纪源资本</td>\n",
       "      <td>智米科技</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             部分投资机构     企业名称\n",
       "序号                                          \n",
       "1               红杉资本、海纳亚洲、纪源资本、启明创投     字节跳动\n",
       "2            腾讯、阿里巴巴、红杉资本、经纬中国、纪源资本     滴滴出行\n",
       "34                   顺为资本、纪源资本、真格基金      美菜网\n",
       "43      腾讯、红杉资本、光速中国、高瓴资本、云峰基金、纪源资本       满帮\n",
       "63   创新工场、启明创投、联想之星、建银国际、蚂蚁金服 、纪源资本     旷视科技\n",
       "79     晨兴资本、IDG、经纬中国、顺为资本、阿里巴巴、纪源资本     小鹏汽车\n",
       "99              纪源资本、磐谷创投、愉悦资本、蚂蚁金服     哈啰出行\n",
       "130          红杉资本、腾讯、真格基金、纪源资本、阿里巴巴      小红书\n",
       "136             纪源资本、H Capital、红杉资本      作业帮\n",
       "251              IDG、华创资本、启明创投、纪源资本     同盾科技\n",
       "254               携程、纪源资本、启明创投、鼎晖投资      途家网\n",
       "403          创新工场、腾讯、真格基金、顺为资本、纪源资本  Momenta\n",
       "442                   顺为资本、GIC、纪源资本     智米科技"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'纪源资本': array(['字节跳动', '滴滴出行', '美菜网', '满帮', '旷视科技', '小鹏汽车', '哈啰出行', '小红书', '作业帮',\n",
       "        '同盾科技', '途家网', 'Momenta', '智米科技'], dtype=object)}"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 尝试构建字典，投资方为key，企业名称为values\n",
    "dict = {}\n",
    "纪源资本 = df_投资方_企业[df_投资方_企业[\"部分投资机构\"].str.contains(\"纪源资本\")]\n",
    "display(纪源资本)\n",
    "\n",
    "# 存入字典\n",
    "dict[\"纪源资本\"] = 纪源资本[\"企业名称\"].values\n",
    "dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\liwen\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  after removing the cwd from sys.path.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'春华资本': '蚂蚁金服,菜鸟网络',\n",
       " '中投海外': '蚂蚁金服',\n",
       " '红杉资本': '蚂蚁金服,字节跳动,滴滴出行,京东数科,快手,大疆,比特大陆,京东物流,车好多,满帮,微医,达达-京东到家,威马汽车,自如,博纳影业,斗鱼,地平线机器人,跨越速运,大搜车,优客工场,VIPKID,小红书,一下科技,作业帮,雾芯科技,依图科技,英雄互娱,软通动力,客路旅行,驴妈妈,蜜芽,纳恩博,全棉时代,SheIn,蜀海,土巴兔,途虎养车,药明明码,找钢网,百融金服,第四范式,空中云汇,安能物流,远景能源,酒仙网,执御信息,零跑汽车,连连数字,罗辑思维,妙手医生,明略科技,出门问问,诺米,企鹅杏仁,WeLab,要出发,云鸟科技',\n",
       " '海纳亚洲': '字节跳动,威马汽车,博纳影业,喜马拉雅,APUS,悦畅科技,返利网,华云数据,沪江,出门问问',\n",
       " '纪源资本': '字节跳动,滴滴出行,美菜网,满帮,旷视科技,小鹏汽车,哈啰出行,小红书,作业帮,同盾科技,途家网,Momenta,智米科技',\n",
       " '启明创投': '字节跳动,微医,旷视科技,优必选,每日优鲜,APUS,马蜂窝,知乎,同盾科技,途虎养车,途家网,岩心科技,返利网,麦奇教育科技,罗辑思维,妙手医生,神州细胞工程,云知声,挖财',\n",
       " '腾讯': '滴滴出行,微众银行,快手,京东物流,贝壳找房,满帮,微医,优必选,自如,博纳影业,斗鱼,每日优鲜,VIPKID,小红书,猿辅导,灿星,名创优品,知乎,爱驰汽车,微店,微鲸,空中云汇,丁香园,G7,谊品生鲜,联易融,柠萌影业,罗辑思维,Momenta,人人车,水滴,企鹅杏仁,易久批,转转',\n",
       " '阿里巴巴': '滴滴出行,小鹏汽车,博纳影业,大搜车,小红书,易果生鲜,寒武纪科技,灿星,日日顺,1919酒类直供,康众汽配,58到家,数梦工场,作业盒子',\n",
       " '经纬中国': '滴滴出行,车好多,小鹏汽车,博纳影业,VIPKID,猿辅导,悦畅科技,客路旅行,土巴兔,微店,找钢网,G7,辣妈帮,云鸟科技',\n",
       " 'Golden Gate Capital': 'Infor',\n",
       " '\\xa0Koch Equity Development': 'Infor',\n",
       " 'M13': 'JUUL Labs',\n",
       " ' Timothy Davis': 'JUUL Labs',\n",
       " ' Evolution VC Partners': 'JUUL Labs',\n",
       " ' Tiger Global Management': 'JUUL Labs,Stripe,Grab,Coinbase,Instacart,Nubank,Procore Technologies,Roblox,Toast,Avant,InVision,Nextdoor,PAX,Postmates,Quora,Actifio,Allbirds,Automattic,Hike,Ivalua,Ola Electric,PolicyBazaar,Quikr,Root Insurance,Shopclues',\n",
       " ' Altria': 'JUUL Labs',\n",
       " ' Capital Re': 'JUUL Labs',\n",
       " 'Tiger Global Management': 'JUUL Labs,爱彼迎,Stripe,Grab,Coinbase,Instacart,Ola Cabs,Nubank,Peloton,Procore Technologies,Roblox,Toast,Avant,Delhivery,Freshworks,InVision,Nextdoor,PAX,Postmates,Quora,Warby Parker,Actifio,Allbirds,Automattic,Hike,Ivalua,Ola Electric,PolicyBazaar,Quikr,Root Insurance,Shopclues',\n",
       " ' Founders Fund': '爱彼迎,SpaceX,Stripe,Wish,Nubank,Oscar Health,ZocDoc',\n",
       " ' Y Combinator': '爱彼迎,Stripe,Asana,Gusto,Quora,Segment,Convoy,Rappi',\n",
       " ' Sequioa Capital': '爱彼迎',\n",
       " ' Andreessen Horowitz': '爱彼迎,Coinbase,Instacart,TransferWise,TripActions,Buzzfeed,Improbable,Zenefits,Actifio,Illumio,Lookout,Mesosphere,Rappi,Udacity',\n",
       " ' Greylock Partners': '爱彼迎,Nuro,Roblox,Rubrik,Discord',\n",
       " '': '蚂蚁金服,字节跳动,滴滴出行,Infor,JUUL Labs,爱彼迎,陆金所,SpaceX,WeWork,Stripe,微众银行,菜鸟网络,京东数科,快手,大疆,Grab,Hulu,Palantir Technologies,DoorDash,比特大陆,京东物流,Samumed,GO-JEK,Paytm,贝壳找房,车好多,Coupang,平安医保科技,Wish,Coinbase,GRAIL,Instacart,Robinhood,Argo AI,美菜网,金融壹账通,Roivant Sciences,苏宁金服,Tanium,Tokopedia,Uber ATG,UiPath,BYJU’s,满帮,Magic Leap,Ola Cabs,商汤科技,神州优车,微医,Bluehole,Lazada,Machine Zone,OYO Rooms,Ripple,Rivian,The Hut Group,Auto1 Group,Compass,Credit Karma,Faraday Future,Houzz,Indigo Agriculture,Klarna,旷视科技,达达-京东到家,Niantic,Nubank,OpenDoor Labs,Peloton,柔宇科技,Samsara Networks,Snowflake Computing,SoFi,TransferWise,Traveloka,TripActions,优必选,联影医疗,威马汽车,小鹏汽车,自如,Zomato,Greensill,Affirm,Automation Anywhere,博纳影业,Brex,嘉楠耘智,Canva,银联商务,Circle Internet Financial,云从科技,Confluent,大地影院,Databricks,斗鱼,度小满金融,Flexport,GoodRx,哈啰出行,复宏汉霖,喜马拉雅,地平线机器人,汇通达,Katerra,跨越速运,每日优鲜,Monzo,N26,Nuro,OakNorth,OneWeb,Oscar Health,Paytm Mall,Plaid Technologies,Procore Technologies,奇安信,reddit,Roblox,Rubrik,奇点汽车,SmileDirectClub,大搜车,Swiggy,Tempus,Toast,Unity Technologies,优客工场,VIPKID,Woowa Brothers,小红书,易果生鲜,一下科技,游侠汽车,猿辅导,Zoox,作业帮,23andMe,Afiniti,爱回收,AppLovin,APUS,Asana,Aurora,Avant,BenevolentAI,BillDesk,Binance,Bird Rides,BlaBlaCar,Block.One,Buzzfeed,拜腾汽车,寒武纪科技,灿星,Carbon,Carta,Checkout.com,车和家,Chime,CureVac,Darktrace,Dataminr,Delhivery,Deliveroo,Desktop Metal,Devoted Health,Dfinity,Discord,FlixBus,Freshworks,Gett,Graphcore,Gusto,HashiCorp,HeartFlow,Impossible Foods,Improbable,Infinidat,InsideSales.com,InVision,准时达,Kaseya,金山云,Landa Digital Printing,Lemonade,Lime,马蜂窝,Marqeta,名创优品,Monday.com,Mozido,Mu Sigma,NantOmics,Nextdoor,Njoy,Northvolt,Oxford Nanopore Technologies,PAX,PingPong,小马智行,Postmates,Preferred Networks,Quanergy Systems,Quora,雾芯科技,ReNew Power,Revolut,Segment,ServiceTitan,Sharecare,Sprinklr,Squarespace,STX Entertainment,苏宁体育,淘票票,Uptake,Warby Parker,依图科技,Zenefits,知乎,ZocDoc,Zume,爱驰汽车,曹操专车,蛋壳公寓,亿邦国际,天际汽车,悦畅科技,高顿,英雄互娱,惠民网,天下秀,软通动力,京东健康,界面,孩子王,客路旅行,驴妈妈,蜜芽,魔方公寓,影谱科技,网易云音乐,纳恩博,盘石股份,全棉时代,日日顺,SheIn,蜀海,开沃汽车,秦淮数据,同盾科技,土巴兔,途虎养车,途家网,涂鸦智能,微店,微鲸,药明明码,小猪短租,新潮传媒,猪八戒网,找钢网,百融金服,10X Genomics,一起作业,1919酒类直供,第四范式,玖富,About You,Actifio,Age of Learning,Airtable,空中云汇,岩心科技,阿里体育,Allbirds,Alphaeon Corporation,安能物流,安翰医疗,AppDirect,Auth0,Automattic,AvidXchange,Away,斑马网络,贝贝网,BigBasket,Bill.com,BitFury,Bolt,波奇网,博郡汽车,Branch,Bukalapak,Butterfly Network,C3,Cabify,Calm.com,康众汽配,Casper,Celonis,ChargePoint,车猫二手车,车置宝,春雨医生,CloudFlare,Clover Health,Cohesity,Collibra,Como,Convoy,Coursera,哒哒英语,58到家,DataRobot,Dataxu,Deezer,点融网,Docker,Doctolib,DotC United,DraftKings,Dream11,Druva,数梦工场,丁香园,易生金服,远景能源,Evernote,ezCater,Fair,房多多,返利网,丰巢科技,Formlabs,纷享销客,G7,集奥聚合,GetYourGuide,Ginkgo BioWorks,GitLab,Global Fashion Group,Glossier,Gympass,好大夫在线,Health Catalyst,Hike,Hims,HMD,好享家,合众汽车,华云数据,慧科教育,沪江,Human Longevity,碳云智能,Icertis,iFood,艾佳生活,Illumio,InMobi,Intercom,谊品生鲜,ironSource,麦奇教育科技,Ivalua,JFrog,酒仙网,执御信息,卷皮,驹马物流,九次方大数据,Kabbage,KeepTruckin,Kendra Scott,KnowBe4,作业盒子,氪空间,货拉拉,辣妈帮,零跑汽车,letgo,连连数字,Lightricks,零氪科技,联易融,柠萌影业,Liquid Global,Loggi,罗计物流,Lookout,罗辑思维,脉脉,MarkLogic,MediaMath,Meero,Mesosphere,妙手医生,Microvast,MindMaze,明略科技,出门问问,Momenta,MoneyLion,Netskope,Nikola Motor Company,诺米,诺禾致源,OfferUp,Ola Electric,Omio,One Medical Group,OneTrust,奥比中光,OrCam Technologies,Outreach,OutSystems,Ovo Energy,ParkJockey,Pat McGrath Labs,毒,PolicyBazaar,辉能科技,Proteus Digital Health,Quikr,Raise,Rappi,人人车,人人贷,Rent the Runway,Revolution Precrafted,Rivigo,Rocket Lab,Root Insurance,Rubicon Global,Seismic,Shopclues,首汽约车,水滴,Sila Nanotechnologies,神州细胞工程,智米科技,Sonder,SoundHound,StockX,Sumo Logic,sweetgreen,Symphony Communication Services,Taboola,Talkdesk,腾云天下,Tango,TechStyle Fashion Group,企鹅杏仁,The Honest Company,ThoughtSpot,Thumbtack,TMON,Toss,Tradeshift,Tresata,Turo,图森未来,优刻得,Udaan,Udacity,云知声,V领地,View,Vlocity,Vox Media,VTS,挖财,WalkMe,WeLab,万能钥匙,我买网,汇桔网,Yanolja,要出发,越海全球,一点资讯,易久批,壹米滴答,洋码头,有利网,网易有道,云鸟科技,Zeta Global,掌门1对1,转转,Zipline International,ZipRecruiter',\n",
       " '摩根士丹利': '陆金所,天下秀',\n",
       " '中银集团': '陆金所',\n",
       " '国泰君安（香港）': '陆金所',\n",
       " 'DFJ': 'SpaceX,Coinbase,Unity Technologies,Zoox,Formlabs,Outreach,Sumo Logic,Talkdesk,Tango',\n",
       " ' Google': 'SpaceX,GO-JEK,Magic Leap',\n",
       " ' Bank of America': 'SpaceX,Bill.com',\n",
       " ' Baillie Gifford': 'SpaceX,Ola Cabs,Indigo Agriculture,TransferWise,Tempus,Carbon,CureVac,Uptake,ZocDoc,Thumbtack',\n",
       " 'Softbank': 'WeWork,DoorDash,Coupang,Roivant Sciences,Tokopedia,Uber ATG,Ola Cabs,SoFi,Nuro,Delhivery,Fair,Gympass,InMobi,ParkJockey,View',\n",
       " ' Hony Capital': 'WeWork,STX Entertainment',\n",
       " ' Glade Brook Capital': 'WeWork,Zomato,The Honest Company',\n",
       " ' Wellington Management': 'WeWork,Tanium,Compass,Peloton,Mozido,Sharecare,Away,ezCater,MarkLogic,PolicyBazaar,The Honest Company',\n",
       " ' Benchmark': 'WeWork,Airtable,Como,One Medical Group',\n",
       " 'CapitalG': 'Stripe,Credit Karma,Oscar Health,Convoy,Thumbtack',\n",
       " ' Thrive Capital': 'Stripe,Affirm,Monzo,Segment,Airtable,Hims,VTS',\n",
       " ' Sequoia Capital': 'Stripe,DoorDash,Coupang,Instacart,UiPath,BYJU’s,Ola Cabs,Houzz,Klarna,Snowflake Computing,Zomato,Canva,Confluent,23andMe,Aurora,Bird Rides,Freshworks,Graphcore,Lemonade,Clover Health,Cohesity,Docker,Druva,Evernote,Glossier,Rappi,Sumo Logic,Thumbtack,Toss',\n",
       " ' General Catalyst': 'Stripe,Samsara Networks,Canva,Monzo,Deliveroo,Warby Parker,Illumio,ThoughtSpot',\n",
       " '华平投资': '微众银行,自如,大搜车,猿辅导,孩子王,魔方公寓,微店,安能物流,康众汽配,V领地,云鸟科技,掌门1对1',\n",
       " '淡马锡': '微众银行,菜鸟网络,药明明码',\n",
       " 'GIC': '菜鸟网络,Traveloka,Affirm,点融网,ezCater,麦奇教育科技,Shopclues,智米科技,Toss,Yanolja',\n",
       " '嘉实投资': '京东数科',\n",
       " '中国太平': '京东数科',\n",
       " '晨兴资本': '快手,小鹏汽车,地平线机器人,大搜车,一下科技,爱回收,小猪短租,玖富,DotC United,辣妈帮,脉脉,有利网',\n",
       " '百度': '快手,蜜芽,新潮传媒,首汽约车,我买网',\n",
       " 'Accel': '大疆,UiPath,Monzo,Swiggy,BlaBlaCar,Discord,Freshworks,InVision,Segment,Squarespace,Away,Celonis,Doctolib,Illumio,Netskope,Raise,Sumo Logic,Vox Media',\n",
       " '麦星投资': '大疆',\n",
       " 'Vertex Ventures': 'Grab,Binance',\n",
       " ' GGV Capital': 'Grab,Wish,Houzz,OpenDoor Labs,HashiCorp,StockX',\n",
       " 'Rheingau Founders': 'Grab',\n",
       " ' SoftBank': 'Grab,Paytm,Tokopedia,Ola Cabs,OYO Rooms,Auto1 Group,Compass,OpenDoor Labs,Greensill,Automation Anywhere,Flexport,OakNorth,Lemonade,Zume,GetYourGuide,Hike,Kabbage,Loggi,Ola Electric,Rappi',\n",
       " ' SoftBank Capital': 'Grab,Ola Cabs,Kabbage',\n",
       " ' Didi Chuxing': 'Grab,OYO Rooms',\n",
       " ' HSBC': 'Grab',\n",
       " ' Emtek Group': 'Grab,Bukalapak',\n",
       " ' Toyota Motor Corporation': 'Grab,Uber ATG',\n",
       " ' Hyundai Motor Company': 'Grab,Ola Cabs,Aurora',\n",
       " ' Yamaha Motor Co.': 'Grab',\n",
       " ' Tokyo Century': 'Grab',\n",
       " ' Central Group of Company': 'Grab',\n",
       " ' SoftBank Investment Advisers': 'Grab,OYO Rooms,Auto1 Group,Compass,OpenDoor Labs,Greensill,Automation Anywhere,Flexport,OakNorth,Zume,GetYourGuide,Rappi',\n",
       " ' Invesco': 'Grab',\n",
       " ' Microsoft': 'Grab,Graphcore,Loggi',\n",
       " ' Bookings Holdings': 'Grab',\n",
       " 'Time Warner': 'Hulu',\n",
       " ' Walt Disney': 'Hulu',\n",
       " ' Providence Equity Partners': 'Hulu',\n",
       " 'Founders Fund': '爱彼迎,SpaceX,Stripe,Palantir Technologies,Wish,Nubank,Flexport,Oscar Health,Asana,Postmates,ZocDoc',\n",
       " ' Kortschak Investments': 'Palantir Technologies',\n",
       " 'Y Combinator': '爱彼迎,Stripe,DoorDash,Instacart,Machine Zone,Brex,Monzo,reddit,Asana,Gusto,Quora,Segment,Convoy,Rappi',\n",
       " ' Kleiner Perkins': 'DoorDash,Instacart,Peloton,Brex,Plaid Technologies,Nextdoor,Coursera,InMobi,Intercom,Omio,Rent the Runway,Toss',\n",
       " ' Khosla Ventures': 'DoorDash,Rubrik,ZocDoc,GitLab,Lookout,ThoughtSpot,Vox Media',\n",
       " ' Tamasek Holdings': 'DoorDash',\n",
       " ' DST Global': 'DoorDash,Wish,Robinhood,Ola Cabs,Auto1 Group,Nubank,Brex,Flexport,Chime,Deliveroo,Revolut,Rappi,Udaan',\n",
       " ' Softbank Investment Advisors': 'DoorDash,Uber ATG,Fair',\n",
       " ' Coatue Management': 'DoorDash,Instacart,UiPath,Lime,Marqeta,Airtable',\n",
       " ' Dragoneer Investment Group': 'DoorDash,Procore Technologies,Gusto,Loggi',\n",
       " 'IDG': '比特大陆,车好多,平安医保科技,金融壹账通,商汤科技,Ripple,柔宇科技,小鹏汽车,银联商务,Circle Internet Financial,奇安信,猿辅导,准时达,金山云,雾芯科技,SheIn,同盾科技,猪八戒网,找钢网,百融金服,贝贝网,纷享销客,九次方大数据,氪空间,Liquid Global,罗计物流,脉脉,水滴,挖财,我买网,一点资讯',\n",
       " 'Crimson Ventures': '比特大陆',\n",
       " ' 创新工场': '比特大陆',\n",
       " '高瓴资本': '京东物流,满帮,微医,地平线机器人,马蜂窝,名创优品,依图科技,孩子王,蜀海,途虎养车,百融金服,空中云汇,纷享销客,有利网',\n",
       " 'Starling Group': 'Samumed',\n",
       " '\\xa0Vickers Venture Partners': 'Samumed',\n",
       " 'Openspace Ventures': 'GO-JEK',\n",
       " ' Kohlberg Kravis Roberts': 'GO-JEK,The Hut Group,AppLovin,Darktrace,GetYourGuide,Ivalua,OutSystems,TMON',\n",
       " ' Warburg Pincus': 'GO-JEK,OfferUp,Quikr,Rivigo',\n",
       " ' Tencent Holdings': 'GO-JEK,BYJU’s,Ola Cabs,Nubank,N26,reddit,Discord,STX Entertainment,Hike,SoundHound',\n",
       " ' JD.com': 'GO-JEK',\n",
       " ' PT. Astra International Tbk - TSO Salemba': 'GO-JEK',\n",
       " 'Alibaba Group': 'Paytm,Magic Leap,Lazada,Paytm Mall,BigBasket,Tango',\n",
       " ' Berkshire Hathaway': 'Paytm',\n",
       " ' Sapphire Ventures': 'Paytm,Monday.com,Auth0,Sumo Logic,ThoughtSpot',\n",
       " ' Mountain Capital': 'Paytm',\n",
       " ' Ant Financial': 'Paytm,Zomato',\n",
       " '今日资本': '车好多,马蜂窝,知乎,贝贝网,谊品生鲜,诺米',\n",
       " 'SoftBank Investment Advisers': 'Grab,Coupang,OYO Rooms,Auto1 Group,Compass,OpenDoor Labs,Greensill,Automation Anywhere,Flexport,Katerra,OakNorth,Improbable,Zume,Cohesity,GetYourGuide,Loggi,Rappi',\n",
       " ' Altos Ventures': 'Coupang,Roblox,Woowa Brothers',\n",
       " ' BlackRock Private Equity Partners': 'Coupang',\n",
       " ' Softbank': 'DoorDash,Coupang,Tokopedia,Uber ATG,Ola Cabs,SoFi,Delhivery,Fair',\n",
       " ' Maverick Ventures': 'Coupang,One Medical Group',\n",
       " '思佰益': '平安医保科技,金融壹账通',\n",
       " '软银海外': '平安医保科技',\n",
       " 'Formation 8': 'Wish,Oscar Health',\n",
       " ' Temasek Holdings': 'Wish,Ola Cabs,Zomato,Sprinklr,Bill.com,Omio,Rent the Runway',\n",
       " ' IVP': 'Coinbase,Niantic,TransferWise,Rubrik,HashiCorp,Casper,Glossier,Hims,KeepTruckin',\n",
       " ' Bank of Tokyo-Mitsubishi': 'Coinbase',\n",
       " 'Illumina': 'GRAIL,Oxford Nanopore Technologies,Human Longevity',\n",
       " ' ARCH Venture Partners': 'GRAIL',\n",
       " ' 6 Dimensions Capital': 'GRAIL',\n",
       " ' Ally Bridge Group': 'GRAIL',\n",
       " ' Hillhouse Capital Group\\xa0': 'GRAIL',\n",
       " ' HuangPu River Capital': 'GRAIL',\n",
       " ' D1 capital partners': 'Instacart',\n",
       " ' Whole Foods Market': 'Instacart',\n",
       " 'Index Ventures': 'Robinhood,TransferWise,Confluent,Plaid Technologies,Roblox,Aurora,Bird Rides,BlaBlaCar,Discord,Revolut,ServiceTitan,Squarespace,Collibra,Glossier,Intercom,KeepTruckin',\n",
       " ' New Enterprise Associates': 'Robinhood,Houzz,Databricks,Plaid Technologies,Desktop Metal,Casper,CloudFlare,Coursera,Formlabs,Omio,Raise',\n",
       " 'Volkswagen': 'Argo AI,Gett,Northvolt',\n",
       " ' Ford': 'Argo AI,Desktop Metal',\n",
       " '顺为资本': '美菜网,小鹏汽车,云从科技,汇通达,纳恩博,一起作业,丁香园,沪江,货拉拉,罗辑思维,Momenta,人人车,智米科技,掌门1对1',\n",
       " '真格基金': '美菜网,地平线机器人,优客工场,VIPKID,小红书,依图科技,英雄互娱,蜜芽,找钢网,一起作业,罗计物流,罗辑思维,出门问问,Momenta',\n",
       " 'Softbank Investment Advisors': 'DoorDash,Roivant Sciences,Uber ATG,Nuro,Fair,Gympass,ParkJockey,View',\n",
       " ' QVT Financial': 'Roivant Sciences',\n",
       " ' Viking Global Investors': 'Roivant Sciences',\n",
       " ' Novaquest Capital Management': 'Roivant Sciences',\n",
       " ' RTW Investments LLC': 'Roivant Sciences',\n",
       " '光大控股': '苏宁金服',\n",
       " '深创投': '苏宁金服',\n",
       " 'Andreessen Horowitz': '爱彼迎,Coinbase,Instacart,Tanium,Samsara Networks,TransferWise,TripActions,Databricks,Buzzfeed,Devoted Health,Dfinity,Improbable,Lime,Zenefits,Actifio,Illumio,Lookout,Mesosphere,Rappi,Udacity',\n",
       " ' Franklin Templeton Investments': 'Tanium,Rent the Runway',\n",
       " '\\xa0Geodesic Capital': 'Tanium',\n",
       " '\\xa0IVP (Institutional Venture Partners)': '',\n",
       " ' TPG': 'Tanium,STX Entertainment',\n",
       " ' TPG Growth': 'Tanium,STX Entertainment',\n",
       " 'Indonusa Dwitama': 'Tokopedia',\n",
       " ' East Ventures': 'Tokopedia',\n",
       " ' CyberAgent Capital': 'Tokopedia',\n",
       " ' Beenos Partners': 'Tokopedia',\n",
       " ' Softbank Ventures Asia': 'Tokopedia',\n",
       " ' SoftBank Telecom Corp': 'Tokopedia',\n",
       " ' Softbank Investment Advsors': 'Tokopedia',\n",
       " 'Denso': 'Uber ATG',\n",
       " 'Earlybird Venture Capital': 'UiPath,N26',\n",
       " ' Capital G': 'GRAIL,UiPath,Woowa Brothers,Marqeta,Collibra,ironSource,Loggi',\n",
       " ' Accel': 'UiPath,Monzo,Swiggy,Discord,Freshworks,InVision,Away,Celonis,Doctolib,Illumio,Netskope,Sumo Logic,Vox Media',\n",
       " 'Aarin Capital': 'BYJU’s',\n",
       " ' Sequoia Capital India': 'BYJU’s,Ola Cabs,Zomato,Freshworks,Druva',\n",
       " ' Chan Zuckerberg Initiative': 'BYJU’s',\n",
       " ' Sofina': 'BYJU’s',\n",
       " ' Verlinvest': 'BYJU’s',\n",
       " ' Naspers': 'BYJU’s,Swiggy,iFood',\n",
       " ' General Atlantic': 'BYJU’s,Klarna,OpenDoor Labs,BillDesk,Mu Sigma,Squarespace,Doctolib,Gympass,Seismic,StockX,Vox Media',\n",
       " ' Qatar Investment Authority': 'BYJU’s,Compass,SoFi',\n",
       " ' Sovereign Wealth Funds': 'BYJU’s',\n",
       " '光速中国': '满帮,DotC United,房多多',\n",
       " '云峰基金': '满帮,阿里体育',\n",
       " 'Tamasek Holdings': 'DoorDash,Magic Leap',\n",
       " ' Alibaba Group': 'Magic Leap,Paytm Mall,BigBasket',\n",
       " \" Saudi Arabia's Public Investment Fund\": 'Magic Leap',\n",
       " ' NTT Docomo': 'Magic Leap',\n",
       " ' Kia Motors': 'Ola Cabs',\n",
       " ' Vanguard': 'Ola Cabs',\n",
       " ' Falcon Edge Capital': 'Ola Cabs',\n",
       " ' Tekne Capital': 'Ola Cabs',\n",
       " ' Yes Bank': 'Ola Cabs,ReNew Power',\n",
       " ' Sachin Bansal': 'Ola Cabs',\n",
       " ' China Eurasian Economic Cooperation Fund': 'Ola Cabs',\n",
       " ' Eternal Yield International': 'Ola Cabs',\n",
       " ' Steadview Capital': 'Ola Cabs,Dream11',\n",
       " ' Sailing Capital': 'Ola Cabs,Impossible Foods',\n",
       " '鼎晖投资': '商汤科技,优必选,淘票票,驴妈妈,途家网,房多多,丰巢科技,执御信息,壹米滴答',\n",
       " '中金公司': '商汤科技,神州优车,涂鸦智能,春雨医生',\n",
       " '云锋基金': '神州优车,VIPKID,依图科技,药明明码,斑马网络',\n",
       " '云岭投资': '神州优车',\n",
       " '高盛': '微医,易果生鲜,苏宁体育,客路旅行,日日顺,安能物流,波奇网,麦奇教育科技,人人车',\n",
       " 'Tencent Holdings': 'GO-JEK,BYJU’s,Ola Cabs,Bluehole,Nubank,N26,reddit,Discord,STX Entertainment,Dream11,Hike,SoundHound',\n",
       " ' Temasek Holding': 'Wish,Ola Cabs,Lazada,Zomato,Sprinklr,Bill.com,Omio,Rent the Runway',\n",
       " ' Tesco': 'Lazada',\n",
       " ' Rocket Internet': 'Lazada,Global Fashion Group',\n",
       " ' Menlo Ventures': 'Machine Zone,Carta,Chime',\n",
       " ' JP Morgan Partners': 'Machine Zone',\n",
       " 'Greenoaks Capital': 'OYO Rooms,Brex,Katerra,Deliveroo,Discord,Clover Health,KeepTruckin',\n",
       " ' Huazhu Hotels Group': 'OYO Rooms',\n",
       " ' Grab': 'OYO Rooms',\n",
       " ' Airbnb': 'OYO Rooms',\n",
       " 'Core Innovation Capital': 'Ripple',\n",
       " ' IDG Capital': 'Ripple,Circle Internet Financial',\n",
       " ' Santander InnoVentures': 'Ripple',\n",
       " ' SBI Investment': 'Ripple',\n",
       " 'Ford Motor Company': 'Rivian,Desktop Metal',\n",
       " ' Amazon': 'Rivian,Deliveroo',\n",
       " 'Artemis': 'The Hut Group',\n",
       " ' Lewis Trust Group': 'The Hut Group',\n",
       " ' Balderton Capital': 'The Hut Group,Revolut',\n",
       " ' Merian Global Investors': 'The Hut Group,TransferWise',\n",
       " ' William Currie Group': 'The Hut Group',\n",
       " 'DN Capital': 'Auto1 Group',\n",
       " ' Piton Capital': 'Auto1 Group',\n",
       " ' Princeville Global': 'Auto1 Group',\n",
       " 'IVP (Institutional Venture Partners)': '',\n",
       " ' Fidelity': 'Compass,Peloton,Oscar Health,Dataminr,Deliveroo,Zenefits,10X Genomics,CloudFlare,Rent the Runway',\n",
       " 'QED Investors': 'Credit Karma',\n",
       " ' Susquehanna Growth Equity': 'Credit Karma',\n",
       " ' CapitalG': 'Credit Karma,Oscar Health,Convoy',\n",
       " ' SV Angel': 'Credit Karma',\n",
       " ' Silver Lake Partners': 'Credit Karma,SoFi,Unity Technologies,FlixBus',\n",
       " 'Evergrande Health Industry Group': 'Faraday Future',\n",
       " ' Birch Lake Partners': 'Faraday Future',\n",
       " 'Zeev Ventures': 'Houzz,TripActions',\n",
       " ' ICONIQ Capital': 'Houzz,Snowflake Computing,Procore Technologies,InVision,Marqeta,ServiceTitan,Sprinklr,Collibra,ezCater,GitLab,Intercom,Netskope',\n",
       " 'Flagship Pioneering': 'Indigo Agriculture',\n",
       " ' Alaska Permanent Fund': 'Indigo Agriculture',\n",
       " ' Activant Capital': 'Indigo Agriculture',\n",
       " ' Investment Corporation of Dubai (ICD)': '',\n",
       " 'Investment AB Öresund': 'Klarna',\n",
       " ' Creandum': 'Klarna',\n",
       " ' Anders Holch Povlsen': 'Klarna',\n",
       " ' Visa': 'Klarna,Marqeta',\n",
       " ' Permira': 'Klarna',\n",
       " ' H&M': 'Klarna',\n",
       " ' Snoop Dogg': 'Klarna',\n",
       " '创新工场': '比特大陆,旷视科技,地平线机器人,优客工场,VIPKID,知乎,第四范式,Momenta,水滴,要出发',\n",
       " '联想之星': '旷视科技,作业盒子',\n",
       " '建银国际': '旷视科技',\n",
       " '蚂蚁金服 ': '旷视科技',\n",
       " 'DST': 'DoorDash,Wish,Robinhood,Ola Cabs,Auto1 Group,达达-京东到家,Nubank,Brex,Flexport,Swiggy,Checkout.com,Chime,Deliveroo,Revolut,空中云汇,脉脉,毒,Rappi,StockX,Udaan',\n",
       " '京东': '达达-京东到家,爱回收',\n",
       " 'Alsop Louie Partners': 'Niantic',\n",
       " ' Spark Capital': 'Niantic,Carta,InVision,Postmates,GetYourGuide,Outreach',\n",
       " ' IVP (Institutional Venture Partners)': '',\n",
       " 'Sequoia Capital': 'Stripe,DoorDash,Coupang,Instacart,UiPath,BYJU’s,Ola Cabs,Houzz,Klarna,Nubank,Snowflake Computing,Zomato,Canva,Confluent,Unity Technologies,23andMe,Aurora,Bird Rides,Carbon,Freshworks,Graphcore,Lemonade,Mu Sigma,Clover Health,Cohesity,Docker,Druva,Evernote,Glossier,Rappi,Sumo Logic,Thumbtack,Toss,Zipline International',\n",
       " ' Goldman Sachs': 'Nubank,Circle Internet Financial,Plaid Technologies,Woowa Brothers,Infinidat,Northvolt,KnowBe4,Lightricks,MediaMath,OutSystems,Tradeshift',\n",
       " ' Fortress Investment Group': 'Nubank',\n",
       " 'Khosla Ventures': 'DoorDash,OpenDoor Labs,Rubrik,ZocDoc,GitLab,Lookout,ThoughtSpot,Vox Media',\n",
       " ' Access Technology Ventures': 'OpenDoor Labs',\n",
       " ' Norwest Venture Partners': 'OpenDoor Labs,Swiggy,Kendra Scott,Quikr',\n",
       " ' Lennar Corporation': 'OpenDoor Labs',\n",
       " ' L Catterton': 'Peloton,The Honest Company',\n",
       " ' True Ventures': 'Peloton',\n",
       " '中信产业基金': '柔宇科技',\n",
       " '基石资本': '柔宇科技,康众汽配',\n",
       " 'Sutter Hill Ventures': 'Snowflake Computing,Sila Nanotechnologies,Vlocity',\n",
       " ' Redpoint': 'Snowflake Computing,HashiCorp,Nextdoor,DraftKings,Root Insurance',\n",
       " ' Altimeter Capital': 'Snowflake Computing,Unity Technologies',\n",
       " 'Baseline Ventures': 'SoFi',\n",
       " ' Morgan Stanley': 'SoFi,Affirm',\n",
       " ' The Bancorp': 'SoFi',\n",
       " ' East West Bank': 'SoFi',\n",
       " ' Discovery Capital': 'SoFi',\n",
       " ' Third Point Ventures': 'SoFi',\n",
       " 'Seedcamp': 'TransferWise',\n",
       " ' IA Ventures\\xa0': 'TransferWise',\n",
       " ' Valar Ventures': 'TransferWise,N26',\n",
       " ' Index Ventures': 'TransferWise,Confluent,Plaid Technologies,Aurora,Bird Rides,BlaBlaCar,Discord,Revolut,ServiceTitan,Squarespace,Collibra,Glossier,Intercom',\n",
       " ' IVP (Institutional Venture Partners)\\xa0': '',\n",
       " ' JP Morgan': 'Machine Zone,TransferWise,AppDirect,Bill.com',\n",
       " ' Lead Edge Capital': 'TransferWise,Toast',\n",
       " ' LHV Ventures': 'TransferWise',\n",
       " ' NatWest Bank': 'TransferWise',\n",
       " ' Lone Pine Capital': 'TransferWise,Outreach',\n",
       " ' Vitruvian Partners': 'TransferWise,Darktrace',\n",
       " 'East Ventures': 'Tokopedia,Traveloka',\n",
       " ' Global Founders Capital': 'Traveloka',\n",
       " ' GIC': 'Traveloka,Affirm,ezCater,Toss,Yanolja',\n",
       " ' Expedia': 'Traveloka',\n",
       " ' Lightspeed Venture Partners': 'TripActions,ezCater,Netskope,Seismic',\n",
       " ' Gorup11': 'TripActions',\n",
       " '科大讯飞': '优必选',\n",
       " '中国人寿': '联影医疗,准时达',\n",
       " '国投创新': '联影医疗,斑马网络,诺禾致源',\n",
       " '远景能源': '威马汽车',\n",
       " 'Info Edge': 'Zomato',\n",
       " ' Vy Capital': 'Zomato',\n",
       " ' Glade Brook Capital Partners': 'Zomato,The Honest Company',\n",
       " ' Delivery Hero': 'Zomato,Rappi',\n",
       " 'General Atlantic': 'BYJU’s,Klarna,OpenDoor Labs,Greensill,Avant,BillDesk,Mu Sigma,Squarespace,Doctolib,Gympass,Seismic,StockX,Vox Media',\n",
       " 'Spark Capital': 'Niantic,Affirm,Plaid Technologies,Carta,InVision,Postmates,GetYourGuide,Outreach',\n",
       " ' Founders Capital': 'Traveloka,Affirm,Away',\n",
       " ' HVF Labs': 'Affirm',\n",
       " 'Goldman Sachs': 'Nubank,Automation Anywhere,Circle Internet Financial,Plaid Technologies,Woowa Brothers,Infinidat,Northvolt,ReNew Power,GitLab,KnowBe4,Lightricks,MediaMath,Omio,OutSystems,Tradeshift',\n",
       " ' Workday Ventures': 'Automation Anywhere',\n",
       " '万达院线': '博纳影业',\n",
       " ' Ribbit Capital': 'Brex,Gusto,Root Insurance,Toss',\n",
       " ' Barclays Investment Bank': 'Brex',\n",
       " ' Kleiner Perkins ': 'Brex',\n",
       " ' Greenoaks Capital': 'Brex,Katerra,Deliveroo,Discord,Clover Health,KeepTruckin',\n",
       " '锦江集团': '嘉楠耘智',\n",
       " '暾澜资本': '嘉楠耘智',\n",
       " 'Felicis Ventures': 'Canva',\n",
       " ' Blackbird Ventures (Australia)': '',\n",
       " ' Bond\\xa0': 'Canva',\n",
       " '光际资本': '银联商务',\n",
       " 'Breyer Capital': 'Circle Internet Financial,C3',\n",
       " ' Bitmain': 'Circle Internet Financial',\n",
       " ' Goldman Sachs Principal Strategic Investments': 'Circle Internet Financial,Tradeshift',\n",
       " '元禾原点': '云从科技',\n",
       " '前海兴旺': '云从科技,喜马拉雅',\n",
       " 'Benchmark': 'WeWork,Confluent,Discord,Nextdoor,Quora,Airtable,Como,One Medical Group',\n",
       " '阿里影业': '大地影院',\n",
       " '南山资本': '斗鱼',\n",
       " 'TPG': 'Tanium,度小满金融,Infinidat,Kaseya,STX Entertainment,Zenefits,C3,Calm.com',\n",
       " '凯雷投资，泰康集团': '度小满金融',\n",
       " '农银国际': '度小满金融',\n",
       " ' SF Express': 'Flexport',\n",
       " 'Silver Lake Partners': 'Credit Karma,SoFi,GoodRx,Unity Technologies,FlixBus',\n",
       " '磐谷创投': '哈啰出行',\n",
       " '愉悦资本': '哈啰出行,小猪短租',\n",
       " '蚂蚁金服': '旷视科技,哈啰出行,淘票票,蛋壳公寓,岩心科技,奥比中光',\n",
       " '华盖资本': '复宏汉霖',\n",
       " 'Sierra Ventures': '喜马拉雅',\n",
       " '毅达资本': '汇通达,车置宝',\n",
       " '紫金资本': '汇通达',\n",
       " '光信资本': '每日优鲜,奇点汽车,挖财',\n",
       " '浙商创投': '每日优鲜',\n",
       " ' Passion Capital': 'Monzo',\n",
       " ' Goodwater Capital': 'Monzo,Toss',\n",
       " ' Horizons Ventures': 'N26,Impossible Foods,Improbable',\n",
       " ' Allianz X': 'N26',\n",
       " ' Insight Partners': 'N26,BlaBlaCar,Checkout.com,Monday.com,Nextdoor,Calm.com,Docker,Lightricks,VTS,WalkMe',\n",
       " ' Gaorong Capital': 'Nuro',\n",
       " ' Greylock Partners.': '爱彼迎,Nuro,Roblox,Rubrik,Discord',\n",
       " 'EDBI': 'OakNorth,Coursera,WalkMe',\n",
       " ' NIBC Bank N.V.': 'OakNorth',\n",
       " ' Indiabulls Housing Finance Limited': 'OakNorth',\n",
       " 'SoftBank': 'Grab,Paytm,Coupang,Tokopedia,Ola Cabs,OYO Rooms,Auto1 Group,Compass,OpenDoor Labs,Greensill,Automation Anywhere,Flexport,Katerra,OakNorth,OneWeb,Paytm Mall,Improbable,Lemonade,Zume,Cohesity,GetYourGuide,Hike,Kabbage,Loggi,Ola Electric,PolicyBazaar,Rappi',\n",
       " ' Qualcomm Ventures': 'OneWeb,Cohesity,Loggi',\n",
       " ' Virgin Group': 'OneWeb',\n",
       " 'Thrive Capital': 'Stripe,Affirm,Monzo,Oscar Health,Segment,Airtable,Glossier,Hims,VTS',\n",
       " ' Formation 8': 'Oscar Health',\n",
       " ' Alphabet': 'Oscar Health',\n",
       " ' Goldman Sachs Investment Partners': 'Plaid Technologies',\n",
       " 'Greater Pacific Capital': 'Procore Technologies',\n",
       " ' Bessemer Venture Partners': 'Procore Technologies,Swiggy,BigBasket,Intercom',\n",
       " 'IDG资本': '奇安信,九次方大数据',\n",
       " '中信建投资本': '奇安信',\n",
       " '华兴创投': '奇安信',\n",
       " ' Greylock Partners\\xa0': 'Roblox',\n",
       " ' Meritech Capital Partners': 'Roblox,Carta,Segment,10X Genomics,Auth0,DataRobot',\n",
       " ' Altos Ventures\\xa0': 'Roblox',\n",
       " ' First Round Capital': 'Roblox',\n",
       " 'Lightspeed Venture Partners': 'TripActions,Rubrik,ezCater,Netskope,Seismic,ThoughtSpot,Udaan',\n",
       " ' Bain Capital Ventures': 'Rubrik,Lime',\n",
       " '奇虎360': '奇点汽车',\n",
       " 'Clayton': 'SmileDirectClub',\n",
       " ' Dubilier & Rice': 'SmileDirectClub',\n",
       " 'DST Global': 'DoorDash,Wish,Robinhood,Ola Cabs,Auto1 Group,Nubank,Brex,Flexport,Swiggy,Checkout.com,Chime,Deliveroo,Revolut,Rappi,StockX,Udaan',\n",
       " ' SAIF Partners': 'Swiggy',\n",
       " 'New Enterprise Associates': 'Robinhood,Houzz,Databricks,Plaid Technologies,Tempus,Buzzfeed,Desktop Metal,Branch,Casper,CloudFlare,Coursera,DataRobot,Formlabs,Omio,Raise',\n",
       " ' T. Rowe Price': 'Tempus,Toast,Deliveroo,Gusto,Warby Parker,Allbirds,Mesosphere,Seismic,sweetgreen',\n",
       " ' Revolution': 'Tempus,Uptake,DraftKings,sweetgreen',\n",
       " 'Bessemer Venture Partners': 'Procore Technologies,Swiggy,Toast,ServiceTitan,Auth0,BigBasket,Intercom,Rocket Lab,VTS',\n",
       " ' Generation Investment Management': 'Toast,Asana',\n",
       " ' TCV': 'Toast,FlixBus,Actifio,Rent the Runway',\n",
       " ' WetSummit Capital': 'Unity Technologies',\n",
       " ' DFJ Growth': 'Unity Technologies,Outreach,Sumo Logic',\n",
       " 'Bon Angels Venture Partners': 'Woowa Brothers',\n",
       " ' Hillhouse Capital Group': 'GRAIL,Woowa Brothers',\n",
       " '新浪': '一下科技,淘票票,天下秀,集奥聚合',\n",
       " '红点创投': '一下科技',\n",
       " '前海梧桐': '游侠汽车',\n",
       " '中创海洋': '游侠汽车',\n",
       " ' Lux Capital': 'Zoox',\n",
       " ' Thomas Tull': 'Zoox',\n",
       " ' Grok Ventures': 'Zoox',\n",
       " 'H Capital': '作业帮,CureVac',\n",
       " 'Google': 'SpaceX,GO-JEK,Magic Leap,23andMe',\n",
       " ' Johnson & Johnson Development Corporation': '23andMe',\n",
       " ' National Institutes of Health': '23andMe',\n",
       " ' GlaxoSmithKline': '23andMe',\n",
       " 'Daniel Klueger': 'Afiniti',\n",
       " ' Global Asset Management': 'Afiniti',\n",
       " '凯辉基金': '爱回收',\n",
       " '达晨创投': '爱回收,软通动力,艾佳生活,掌门1对1',\n",
       " '天图资本': '爱回收,艾佳生活,卷皮,诺米',\n",
       " 'Orient Hontai Capital': 'AppLovin',\n",
       " 'Greylock Partners': '爱彼迎,Nuro,Roblox,Rubrik,Aurora,Discord,Actifio,Convoy,Docker,Sumo Logic',\n",
       " ' Kohler Kravis Roberts': 'Avant',\n",
       " ' Jefferies': 'Avant',\n",
       " 'Woodford Investment Management': 'BenevolentAI,Oxford Nanopore Technologies',\n",
       " 'Visa': 'Klarna,BillDesk,Marqeta',\n",
       " ' TA Associates': 'BillDesk',\n",
       " ' Clearstone Venture Partners ': 'BillDesk',\n",
       " ' SBI': 'Ripple,BillDesk',\n",
       " ' Black Hole Capital': 'Binance',\n",
       " ' Funcity Capital': 'Binance',\n",
       " 'Goldcrest Capital': 'Bird Rides',\n",
       " ' Craft Ventures': 'Bird Rides',\n",
       " ' Valor Equity Partners': 'Bird Rides,Sonder',\n",
       " ' Baring Vostok Capital Partners': 'BlaBlaCar',\n",
       " ' SNCF': 'BlaBlaCar',\n",
       " 'Peter Thiel': 'Block.One,Quora',\n",
       " ' NBCUniversal': 'Buzzfeed',\n",
       " ' Hearst Ventures': 'Buzzfeed',\n",
       " ' RRE Ventures': 'Buzzfeed',\n",
       " '一汽集团': '拜腾汽车',\n",
       " '启迪控股': '拜腾汽车',\n",
       " '宁德时代': '拜腾汽车',\n",
       " '国投创业': '寒武纪科技',\n",
       " '联想创投': '寒武纪科技',\n",
       " '华人文化': '灿星,微鲸',\n",
       " ' BMW i Ventures\\xa0': 'Carbon',\n",
       " ' GV': 'Carbon,Desktop Metal,Gusto,Segment,Cohesity,GitLab,One Medical Group',\n",
       " ' GE Ventures': 'Carbon',\n",
       " ' Madrone Capital Partners': 'Carbon,View',\n",
       " 'Union Square Ventures': 'Carta,CloudFlare',\n",
       " '\\xa0Social Capital': 'Carta',\n",
       " ' Meritech Capital Partners\\xa0': 'Carta',\n",
       " ' Tribe Capital': 'Carta',\n",
       " 'DST Global\\xa0': 'Checkout.com',\n",
       " '利欧股份': '车和家',\n",
       " '源码资本': '车和家,雾芯科技,壹米滴答',\n",
       " '明势资本': '车和家',\n",
       " 'Crosslink Capital': 'Chime',\n",
       " ' Aspect Ventures': 'Chime',\n",
       " ' Cathay Innovation': 'Chime',\n",
       " 'DH Capital': 'CureVac',\n",
       " ' Dievini Hopp Biotech Holding': 'CureVac',\n",
       " ' OH Beteiligungen': 'CureVac',\n",
       " ' Bill & Melinda Gates Foundation': 'CureVac',\n",
       " ' Baden-Württembergische Versorgungsanstalt für Ärzte': 'CureVac',\n",
       " 'Invoke Capital Partners': 'Darktrace',\n",
       " ' Summit Partners': 'Darktrace',\n",
       " ' Talis Capital': 'Darktrace',\n",
       " ' Venrock': 'Dataminr,CloudFlare',\n",
       " 'Nexus Venture Partners': 'Delhivery,Druva,Shopclues',\n",
       " ' Multiples Alternate Asset Management Private Limited': 'Delhivery',\n",
       " ' The Carlyle Group': 'Delhivery',\n",
       " ' Fosun Group': 'Delhivery',\n",
       " ' Canada Pension Plan Investment Board': 'Delhivery,ReNew Power',\n",
       " 'Bridgepoint': 'Deliveroo',\n",
       " ' Fidelity Management and Research Company\\xa0': 'Deliveroo',\n",
       " 'GE Ventures': 'Carbon,Desktop Metal',\n",
       " ' Ford Motor Company': 'Desktop Metal',\n",
       " ' Koch Industries': 'Desktop Metal',\n",
       " ' Saudi Aramco Energy Ventures': 'Desktop Metal',\n",
       " ' Polychain': 'Dfinity',\n",
       " ' 9+ Program': '',\n",
       " 'Permira': 'Klarna,FlixBus',\n",
       " 'Kreos Capital': 'Gett',\n",
       " ' Vostok New Ventures': 'Gett',\n",
       " ' MCI Capital SA': 'Gett',\n",
       " ' Volkswagen Group': 'Gett',\n",
       " ' Sberbank': 'Gett',\n",
       " ' Dave Waiser': 'Gett',\n",
       " ' Access Industries': 'Gett,ironSource',\n",
       " 'Amadeus Capital Partners': 'Graphcore,Improbable',\n",
       " ' Atomico': 'Graphcore',\n",
       " ' BMW i Ventures': 'Carbon,Graphcore',\n",
       " ' Robert Bosch Venture Capital\\xa0': 'Graphcore',\n",
       " ' Samsung Strategy and Innovation Center': 'Graphcore',\n",
       " 'General Catalyst': 'Stripe,Samsara Networks,Canva,Monzo,Deliveroo,Gusto,Warby Parker,Illumio,The Honest Company,ThoughtSpot',\n",
       " '\\xa0Kleiner Perkins': 'Gusto',\n",
       " ' Emergence\\xa0': 'Gusto',\n",
       " ' Akkadian Ventures': 'Gusto',\n",
       " 'Mayfield Fund': 'HashiCorp,Outreach',\n",
       " 'Capricorn Investment Group': 'HeartFlow',\n",
       " ' Panorama Point Partners': 'HeartFlow',\n",
       " 'UBS': 'Impossible Foods',\n",
       " 'Temasek Holdings': 'Wish,Ola Cabs,Zomato,Impossible Foods,Sprinklr,Bill.com,Omio,Rent the Runway',\n",
       " ' NetEase': 'Improbable',\n",
       " ' Amadeus Capital Partners': 'Improbable',\n",
       " 'TPG Growth': 'Tanium,Infinidat,STX Entertainment,C3,Calm.com',\n",
       " 'Polaris Partners': 'InsideSales.com,Automattic',\n",
       " ' US Venture Partners': 'InsideSales.com',\n",
       " ' Sales Force Ventures': 'InsideSales.com',\n",
       " 'FirstMark': 'InVision',\n",
       " ' Battery Ventures': 'InVision,ServiceTitan,Collibra,GetYourGuide,Omio,Sumo Logic',\n",
       " '中金资本': '准时达,京东健康',\n",
       " ' Ireland Strategic Investment Fund': 'Kaseya',\n",
       " ' Insight partners': 'Kaseya',\n",
       " '金山软件': '金山云',\n",
       " '小米': '金山云,纳恩博,一点资讯',\n",
       " 'Skion': 'Landa Digital Printing',\n",
       " ' GmBH': 'Landa Digital Printing',\n",
       " ' Altana': 'Landa Digital Printing',\n",
       " 'Allianz': 'N26,Lemonade',\n",
       " ' Aleph\\xa0': 'Lemonade',\n",
       " ' Sequoia Capital Israel': 'Lemonade',\n",
       " ' Fifth Wall': 'Lime',\n",
       " ' Rainbow Technologies': 'Lime',\n",
       " '83North': 'Marqeta,Celonis',\n",
       " ' Commerce Ventures': 'Marqeta',\n",
       " ' IA Capital Group': 'Marqeta',\n",
       " ' Granite Ventures': 'Marqeta',\n",
       " 'Entrée Capital': 'Monday.com',\n",
       " '\\xa0Genesis Partners': 'Monday.com',\n",
       " ' Stripes Group': 'Monday.com',\n",
       " 'Tiger Mangement Corporation': 'Mozido',\n",
       " 'Sequoia Capital India': 'BYJU’s,Ola Cabs,Zomato,Freshworks,Mu Sigma,Druva',\n",
       " ' MasterCard': 'Mu Sigma',\n",
       " 'NANT Health': 'NantOmics',\n",
       " ' Shasta Ventures': 'Nextdoor',\n",
       " ' Riverwood Capital': 'Nextdoor,Druva',\n",
       " 'Morgan Stanley': 'SoFi,Affirm,Njoy',\n",
       " ' Brookside Capital': 'Njoy',\n",
       " 'Volkswagen Group': 'Gett,Northvolt',\n",
       " ' Seimens': 'Northvolt,ChargePoint',\n",
       " 'Amgen': 'Oxford Nanopore Technologies',\n",
       " ' IP Group Plc': 'Oxford Nanopore Technologies',\n",
       " ' Woodford Investment Management': 'Oxford Nanopore Technologies',\n",
       " ' Illumina': 'Oxford Nanopore Technologies',\n",
       " ' GT Healthcare Capital Partners': 'Oxford Nanopore Technologies',\n",
       " 'Sand Hill Angels': 'PAX',\n",
       " ' Tao Capital Partners': 'PAX',\n",
       " '广发信德': 'PingPong',\n",
       " '清华控股': 'PingPong',\n",
       " 'Fidelity': 'Compass,Peloton,Oscar Health,Dataminr,Deliveroo,PingPong,Zenefits,10X Genomics,Butterfly Network,CloudFlare,Rent the Runway,sweetgreen,Taboola',\n",
       " 'Legend Capital': '小马智行',\n",
       " ' ClearVue Partners\\xa0': '小马智行',\n",
       " ' Kunlun': '小马智行',\n",
       " ' Morningside Venture Capital': '小马智行',\n",
       " ' Eight Roads Ventures': '小马智行',\n",
       " ' Harmony Partners': 'Postmates',\n",
       " ' BlackRock': 'Coupang,Postmates,Illumio',\n",
       " ' Glynn Capital Management': 'Postmates',\n",
       " 'Toyota Motor Corporation': 'Grab,Uber ATG,Preferred Networks',\n",
       " 'Motus Ventures': 'Quanergy Systems',\n",
       " ' Rising Tide': 'Quanergy Systems',\n",
       " ' Adam D’Angelo\\xa0': 'Quora',\n",
       " ' Collaborative Fund\\xa0': 'Quora',\n",
       " ' Peter Thiel': 'Quora',\n",
       " ' Abu Dhabi Investment Authority': 'ReNew Power',\n",
       " ' Asian Development Bank': 'ReNew Power',\n",
       " ' JERA': 'ReNew Power',\n",
       " ' OPIC - Overseas Private Investment Corporation': 'ReNew Power',\n",
       " 'Mastercard Start Path': 'Revolut',\n",
       " ' TriplePoint Capital': 'Revolut',\n",
       " 'Wells Fargo Capital Finance': 'Sharecare',\n",
       " ' Heritage Group': 'Sharecare',\n",
       " ' Galen Partners': 'Sharecare',\n",
       " 'Battery Ventures': 'InVision,ServiceTitan,Sprinklr,Collibra,GetYourGuide,Omio,Sumo Logic',\n",
       " ' Intel Capital': 'Sprinklr,OrCam Technologies',\n",
       " 'PCCW': 'STX Entertainment',\n",
       " 'Caterpillar Ventures': 'Uptake',\n",
       " ' GreatPoint Ventures': 'Uptake',\n",
       " 'Atomico': 'Graphcore,ZocDoc',\n",
       " 'SignalFire': 'Zume',\n",
       " ' AME Cloud Ventures': 'Zume',\n",
       " '沙钢集团': '爱驰汽车',\n",
       " '明驰基金': '爱驰汽车',\n",
       " '未透露': '曹操专车,亿邦国际,天际汽车',\n",
       " '老虎基金': '蛋壳公寓,一起作业,哒哒英语',\n",
       " '优客工场': '蛋壳公寓',\n",
       " '万达': '博纳影业,悦畅科技',\n",
       " '前程无忧': '高顿',\n",
       " '华谊兄弟': '英雄互娱',\n",
       " '西部优势资本': '惠民网',\n",
       " '中合担保': '惠民网',\n",
       " '软银赛富': '天下秀',\n",
       " '达晨创投 ': '软通动力',\n",
       " '华兴新经济基金': '软通动力',\n",
       " '易方达基金': '软通动力',\n",
       " 'CPEChina Fund': '京东健康',\n",
       " '霸菱亚洲': '京东健康',\n",
       " '昆仑信托': '界面',\n",
       " '景林投资': '孩子王',\n",
       " '中航信托': '魔方公寓',\n",
       " '德同资本': '魔方公寓,好享家',\n",
       " '商汤科技': '影谱科技',\n",
       " '软银中国': '影谱科技,安翰医疗,辉能科技,腾云天下,有利网',\n",
       " '曜为资本': '影谱科技',\n",
       " 'SMG': '网易云音乐',\n",
       " '赛伯乐': '盘石股份,猪八戒网,连连数字',\n",
       " '韩亚金融集团': '盘石股份',\n",
       " '建信信托': '盘石股份',\n",
       " '中投': '蚂蚁金服,日日顺,安翰医疗,零氪科技',\n",
       " 'JAFC': 'SheIn',\n",
       " '景林资本': 'SheIn',\n",
       " '君联资本': '蜀海,途虎养车,小猪短租,执御信息,优刻得,网易有道',\n",
       " '恒泰华盛': '开沃汽车',\n",
       " '百石基金': '开沃汽车',\n",
       " '贝恩资本': '秦淮数据',\n",
       " '华创资本': '同盾科技',\n",
       " '58同城': '土巴兔',\n",
       " '携程': '途家网',\n",
       " '宽带资本': '涂鸦智能',\n",
       " '华人文化产业基金': '微鲸',\n",
       " '贝塔斯曼': '小猪短租,春雨医生,优刻得,易久批',\n",
       " '闻名投资': '新潮传媒',\n",
       " '中国国新': '百融金服',\n",
       " '中金前海': '百融金服',\n",
       " 'Foresite Capital': '10X Genomics',\n",
       " ' Fidelity Management and Research Company': 'Deliveroo,10X Genomics,Rent the Runway',\n",
       " ' Silicon Valley Bank': '10X Genomics,Bill.com,Fair',\n",
       " '天弘基金': '1919酒类直供',\n",
       " '中信证券': '1919酒类直供',\n",
       " '国新': '百融金服,第四范式',\n",
       " '启迪': '拜腾汽车,第四范式',\n",
       " 'DCM': '玖富,Bill.com,丁香园,纷享销客,好大夫在线,脉脉,优刻得',\n",
       " 'SIG': '玖富',\n",
       " 'SevenVentures': 'About You',\n",
       " ' Bestseller': 'About You',\n",
       " 'Greylock Partners\\xa0': 'Roblox,Actifio',\n",
       " ' North Bridge Venture Partners & Growth Equity': 'Actifio,OutSystems',\n",
       " ' Advanced Technology Ventures': 'Actifio',\n",
       " ' TCV. Crestline': 'Actifio',\n",
       " 'ICONIQ Capital': 'Houzz,Snowflake Computing,Procore Technologies,InVision,Marqeta,ServiceTitan,Sprinklr,Age of Learning,Collibra,ezCater,GitLab,Intercom,Netskope',\n",
       " 'CRV': 'Airtable,Udacity',\n",
       " ' Caffeinated Capital': 'Airtable',\n",
       " ' Benchmark\\xa0': 'Airtable',\n",
       " '太平资产': '阿里体育',\n",
       " 'Lerer Hippeau': 'Allbirds,Casper',\n",
       " ' Maveron': 'Allbirds',\n",
       " 'Sailing Capital': 'Ola Cabs,Impossible Foods,Alphaeon Corporation',\n",
       " ' Longitude Capital': 'Alphaeon Corporation',\n",
       " '凯雷投资': '度小满金融,安能物流',\n",
       " '大中投资': '安翰医疗',\n",
       " 'Inovia Capital': 'AppDirect',\n",
       " ' Mithril Capital Management': 'AppDirect',\n",
       " ' JP Morgan Chase': 'AppDirect',\n",
       " ' Trinity Ventures': 'Auth0,Outreach',\n",
       " 'Inside Partners': 'Automattic',\n",
       " ' Polaris Partners': 'Automattic',\n",
       " 'Bain Capital Ventures': 'Rubrik,Lime,AvidXchange,Rent the Runway',\n",
       " ' Fifth Third Capital': 'AvidXchange',\n",
       " ' Caisse': 'AvidXchange',\n",
       " ' Charlotte Angel Partners': 'AvidXchange',\n",
       " ' CT Communications': 'AvidXchange',\n",
       " ' Mastercard': 'AvidXchange',\n",
       " 'Global Founders Capital': 'Traveloka,Away',\n",
       " ' Forerunner Ventures': 'Away',\n",
       " '尚颀资本': '斑马网络',\n",
       " '北极光创投': '贝贝网,点融网,纷享销客,腾云天下,万能钥匙',\n",
       " 'Mirae Asset-Naver Asia Growth Fund': 'BigBasket,Bukalapak',\n",
       " ' Helion Venture Partners': 'BigBasket,Shopclues',\n",
       " ' Abraaj Group': 'BigBasket',\n",
       " ' LionRock Capital': 'BigBasket',\n",
       " ' Brand Capital': 'BigBasket,Quikr',\n",
       " ' Ascent Capital': 'BigBasket',\n",
       " 'Franklin Templeton Investments': 'Tanium,Bill.com,CloudFlare,Rent the Runway',\n",
       " ' DCM Ventures': 'Bill.com',\n",
       " ' Emergence': 'Gusto,Bill.com',\n",
       " ' Financial Partners Fund': 'Bill.com',\n",
       " ' Scale Venture Partners': 'Bill.com,KeepTruckin,WalkMe',\n",
       " 'Bill Tai': 'BitFury',\n",
       " ' EY Startup Challenge': 'BitFury',\n",
       " ' Credit China FinTech Holdings': 'BitFury',\n",
       " ' Korelya Capital': 'BitFury',\n",
       " 'Didi Chuxing': 'Grab,OYO Rooms,Bolt',\n",
       " ' Daimler': 'Bolt,ChargePoint,Sila Nanotechnologies',\n",
       " '集富亚洲': '波奇网',\n",
       " '点亮资本': '波奇网',\n",
       " '盛世投资': '博郡汽车',\n",
       " '中科产业基金': '博郡汽车',\n",
       " ' TripplePoint Capital': 'Branch',\n",
       " ' Zach Coelius': 'Branch',\n",
       " ' Breyer Capital': 'C3',\n",
       " 'Kevin Laws': 'Cabify',\n",
       " ' Seaya Ventures': 'Cabify',\n",
       " ' Rakuten Capital': 'Cabify',\n",
       " ' Inter American Development Bank': 'Cabify',\n",
       " ' Target': 'Casper',\n",
       " 'Quantum Energy Partners': 'ChargePoint',\n",
       " ' Linse Capital': 'ChargePoint',\n",
       " '浙富控股': '车猫二手车',\n",
       " '元璟资本': '车猫二手车',\n",
       " '九鼎资本': '车置宝',\n",
       " '蓝驰创投': '春雨医生',\n",
       " ' Summer@Highland': 'CloudFlare',\n",
       " ' Pelion Venture Partners\\xa0': 'CloudFlare',\n",
       " ' Union Square Ventures': 'CloudFlare',\n",
       " 'First Round Capital': 'Roblox,Clover Health',\n",
       " ' Sequoia Capital\\xa0': 'Cohesity',\n",
       " ' Artis Ventures (AV)': '',\n",
       " ' Wing Venture Capital': 'Cohesity',\n",
       " 'Newion Investments': 'Collibra',\n",
       " 'JP Morgan partners': 'Como',\n",
       " 'GSV Asset Management': 'Coursera',\n",
       " ' SEEK Group': 'Coursera',\n",
       " ' Kleiner Perkins\\xa0': 'Coursera',\n",
       " ' THE WORLD BANK GROUP': 'Coursera',\n",
       " ' EDBI': 'Coursera,WalkMe',\n",
       " '华平资本': '哒哒英语',\n",
       " '好未来': '哒哒英语,作业盒子',\n",
       " 'KKR': '58到家',\n",
       " '平安创投': '58到家',\n",
       " 'Sapphire Ventures': 'Paytm,Monday.com,Auth0,DataRobot,Sumo Logic,ThoughtSpot',\n",
       " 'Sky': 'Dataxu,Yanolja',\n",
       " ' Thomveste Ventures': 'Dataxu',\n",
       " ' Atlas Venture': 'Dataxu',\n",
       " ' Flybridge Capital Partners': 'Dataxu',\n",
       " 'Access Industries': 'Gett,Deezer,ironSource',\n",
       " ' Idinvest Partners': 'Deezer',\n",
       " ' Kingdom Holding Company': 'Deezer',\n",
       " 'Orange': 'Deezer',\n",
       " '老虎环球基金': '点融网',\n",
       " 'Kerala Ventures': 'Doctolib',\n",
       " ' Bpifrance': 'Doctolib',\n",
       " ' Eurazeo': 'Doctolib,Meero,Pat McGrath Labs',\n",
       " ' AGORANOV': 'Doctolib',\n",
       " '高榕资本': 'DotC United',\n",
       " '21st Century Fox': 'DraftKings',\n",
       " ' Eldridge Industries': 'DraftKings',\n",
       " ' The Raine Group': 'DraftKings',\n",
       " 'Viking Global Investors': 'Roivant Sciences,Druva,Ginkgo BioWorks,Talkdesk',\n",
       " ' Nexus Venture Partners': 'Druva,Shopclues',\n",
       " ' Indian Angel Network': 'Druva',\n",
       " '银杏谷资本': '数梦工场',\n",
       " '海航旅游': '易生金服',\n",
       " 'H-capital': '易生金服',\n",
       " 'M8 Capital': 'Evernote',\n",
       " ' DoCoMo Capital': 'Evernote',\n",
       " ' Meritech Capital partners': 'Evernote',\n",
       " 'Insight Partners': 'N26,BlaBlaCar,Checkout.com,Monday.com,Nextdoor,Calm.com,Docker,ezCater,JFrog,Lightricks,OneTrust,VTS,WalkMe',\n",
       " 'Sherpa Capital': 'Fair',\n",
       " ' Javelin Venture partners': 'Fair',\n",
       " ' Next47': 'Fair',\n",
       " '嘉御基金': '房多多',\n",
       " '乐天': '返利网',\n",
       " '顺丰速运': '丰巢科技',\n",
       " '国开金融': '丰巢科技',\n",
       " 'DFJ Growth': 'Unity Technologies,Formlabs,Outreach,Sumo Logic',\n",
       " ' Foundry Group': 'Formlabs',\n",
       " ' Tyche Partners': 'Formlabs',\n",
       " ' SOSV': 'Formlabs',\n",
       " '厚朴投资': 'G7,汇桔网,壹米滴答',\n",
       " '金沙江创投': '集奥聚合',\n",
       " '亚信联创': '集奥聚合',\n",
       " 'PROfounders Capital': 'GetYourGuide',\n",
       " ' Highland Europe\\xa0': 'GetYourGuide',\n",
       " ' Fritz Demopoulos': 'GetYourGuide',\n",
       " ' Swisscanto Invest': 'GetYourGuide',\n",
       " ' Kees Koolen': 'GetYourGuide',\n",
       " 'Goldman Sachs Principal Strategic Investments': 'Circle Internet Financial,GitLab,Tradeshift',\n",
       " ' August Capital': 'GitLab,Turo',\n",
       " 'Lewis trust Group. Rocket Internet': 'Global Fashion Group',\n",
       " ' Kinnevik AB': 'Global Fashion Group,Omio,Quikr',\n",
       " '挚信资本': '好大夫在线,人人贷',\n",
       " '崇德投资': '好大夫在线',\n",
       " 'DCM中国': '好大夫在线',\n",
       " 'Norwest Venture Partners': 'OpenDoor Labs,Swiggy,Health Catalyst,Kendra Scott,Quikr',\n",
       " ' Kaiser Permanente Ventures': 'Health Catalyst',\n",
       " ' Sorenson Capital': 'Health Catalyst',\n",
       " ' UPMC': 'Health Catalyst',\n",
       " 'OrbiMed': 'Health Catalyst',\n",
       " 'Foxconn Technology Group': 'Hike',\n",
       " ' Bharti SoftBank': 'Hike',\n",
       " 'Atomic': 'Graphcore,ZocDoc,Hims',\n",
       " 'Ginko Ventures': 'HMD',\n",
       " '方正和生': '好享家',\n",
       " '富坤投资': '好享家',\n",
       " '知合出行': '合众汽车',\n",
       " '鸿利智汇': '合众汽车',\n",
       " 'Intel Capital': 'Sprinklr,华云数据,OrCam Technologies',\n",
       " '海通开元': '华云数据,万能钥匙',\n",
       " '泛海控股': '慧科教育',\n",
       " '复星锐正资本': '慧科教育',\n",
       " '汉能投资': '沪江',\n",
       " '软银': '平安医保科技,天下秀,影谱科技,安翰医疗,沪江,辉能科技,腾云天下,有利网',\n",
       " 'Illumina Ventures': 'Human Longevity',\n",
       " '天府集团': '碳云智能',\n",
       " '鑫根资本': '碳云智能',\n",
       " 'Greycroft': 'Icertis',\n",
       " ' Premji Invest': 'Icertis,PolicyBazaar',\n",
       " 'Just Eat': 'iFood',\n",
       " ' Movile': 'iFood',\n",
       " ' Warehouse Investimentos': 'iFood',\n",
       " '正和岛基金': '艾佳生活',\n",
       " 'J.P. Morgan Asset Management': 'Illumio,One Medical Group',\n",
       " 'Softbank Capital': 'InMobi',\n",
       " ' Sherpalo Ventures': 'InMobi',\n",
       " 'Social Capital': 'Carta,Intercom,Netskope',\n",
       " '腾讯领投，今日资本': '谊品生鲜',\n",
       " 'Saban Capital Group': 'ironSource',\n",
       " 'Ardian': 'Ivalua',\n",
       " ' Vmware': 'JFrog',\n",
       " '东方富海': '酒仙网',\n",
       " '招银国际': '卷皮,诺禾致源',\n",
       " '浙江金控': '卷皮',\n",
       " '普洛斯': '驹马物流,壹米滴答',\n",
       " '新希望': '驹马物流',\n",
       " '远洋资本': '驹马物流',\n",
       " '信中利资本': '九次方大数据',\n",
       " '键桥通讯': '九次方大数据',\n",
       " 'BlueRun Ventures': 'Kabbage',\n",
       " ' Mohr Davidow Ventures': 'Kabbage',\n",
       " ' Thomvest Ventures': 'Kabbage',\n",
       " ' Guggenheim Securities': 'Kabbage',\n",
       " ' Reverence Capital Partners': 'Kabbage',\n",
       " ' Credit Suisse': 'Kabbage',\n",
       " 'Berkshire Partners': 'Kendra Scott',\n",
       " 'Kohlberg Kravis Roberts': 'GO-JEK,The Hut Group,AppLovin,Darktrace,GetYourGuide,Ivalua,KnowBe4,OutSystems,TMON',\n",
       " ' Elephant': 'KnowBe4',\n",
       " '好未来教育集团': '作业盒子',\n",
       " '歌斐资产': '氪空间',\n",
       " '清流资本': '货拉拉',\n",
       " '襄禾资本': '货拉拉',\n",
       " '上海电气': '零跑汽车',\n",
       " '兴业证券': '零跑汽车',\n",
       " 'Naspers': 'BYJU’s,Swiggy,iFood,letgo',\n",
       " '光大实业': '连连数字',\n",
       " 'Viola Ventures': 'Lightricks',\n",
       " ' Goldman Sachs Private Capital Investing': 'Lightricks',\n",
       " ' ClalTech': 'Lightricks',\n",
       " '中投公司': '零氪科技',\n",
       " '泛海投资': '联易融',\n",
       " '中信资本': '联易融',\n",
       " '弘毅投资': '柠萌影业',\n",
       " 'IDG Capital': 'Ripple,Circle Internet Financial,Liquid Global',\n",
       " ' DOMO Invest\\xa0': 'Loggi',\n",
       " ' Monashees\\xa0': 'Loggi',\n",
       " ' IFC Venture Capital Group\\xa0': 'Loggi',\n",
       " ' Iporanga Investments': 'Loggi',\n",
       " 'T. Rowe Price': 'Tempus,Toast,Deliveroo,Gusto,Warby Parker,Allbirds,Lookout,Mesosphere,OfferUp,Seismic,sweetgreen',\n",
       " ' Deutsche Telekom': 'Lookout',\n",
       " ' Intex Ventures': 'Lookout',\n",
       " 'Sequoia Capita': 'Stripe,DoorDash,Coupang,Instacart,UiPath,BYJU’s,Ola Cabs,Houzz,Klarna,Nubank,Snowflake Computing,Zomato,Canva,Confluent,Unity Technologies,23andMe,Aurora,Bird Rides,Carbon,Freshworks,Graphcore,Lemonade,Mu Sigma,Clover Health,Cohesity,Docker,Druva,Evernote,Glossier,MarkLogic,Rappi,Sumo Logic,Thumbtack,Toss,Zipline International',\n",
       " ' Lehman Brothers': 'MarkLogic',\n",
       " ' Tenaya Capital': 'MarkLogic',\n",
       " ' NTT Data': 'MarkLogic',\n",
       " 'Silicon Valley Bank': '10X Genomics,Bill.com,Fair,MediaMath',\n",
       " ' Searchlight Capital Partners': 'MediaMath',\n",
       " 'Avenir Growth Capital': 'Meero',\n",
       " ' Eurazeo Prime Ventures': 'Meero',\n",
       " 'Koch Disruptive Technologies': 'Mesosphere',\n",
       " ' Hewlett Packard Enterprise': 'Mesosphere',\n",
       " ' Khosla ventures': 'Mesosphere',\n",
       " 'CITIC Securities': 'Microvast',\n",
       " 'Hinduja Group': 'MindMaze',\n",
       " ' Leonardo DiCaprio': 'MindMaze',\n",
       " ' Venture Kick': 'MindMaze',\n",
       " '分享投资': '明略科技',\n",
       " 'Edison Partners': 'MoneyLion',\n",
       " 'Greenspring Associates': 'MoneyLion,WalkMe',\n",
       " '-': 'GO-JEK,Coinbase,CureVac,ReNew Power,BigBasket,Bukalapak,易生金服,Nikola Motor Company',\n",
       " '华兴资本': '诺米',\n",
       " ' Jackson Square Ventures': 'OfferUp',\n",
       " 'Matrix Partners India': 'Ola Electric',\n",
       " ' Tata Sons Ltd': 'Ola Electric',\n",
       " 'Goldman Sachs Investment Partners': 'Plaid Technologies,Omio',\n",
       " ' Silver Lake Kraftwerk': 'Omio',\n",
       " ' Lakestar': 'Omio',\n",
       " ' Hasso Plattner Ventures': 'Omio',\n",
       " 'The Carlyle Group': 'Delhivery,One Medical Group',\n",
       " ' Redmile Group': 'One Medical Group',\n",
       " ' J.P. Morgan Asset Management': 'One Medical Group',\n",
       " ' Oak Investment Partners': 'One Medical Group',\n",
       " '赛富投资': '奥比中光',\n",
       " '松禾资本': '奥比中光',\n",
       " 'Clal Insurance Enterprises Holdings\\xa0': 'OrCam Technologies',\n",
       " ' Meitav Investment House': 'OrCam Technologies',\n",
       " 'Armilar Venture Partners': 'OutSystems',\n",
       " 'Mitsubishi Corp': 'Ovo Energy',\n",
       " 'ONE Luxury Group': 'Pat McGrath Labs',\n",
       " '虎扑体育': '毒',\n",
       " '普思资本': '毒',\n",
       " 'SoftBank Investment Advisors': 'PolicyBazaar',\n",
       " ' Inventus Capital Partners': 'PolicyBazaar',\n",
       " '丹丰资本': '辉能科技',\n",
       " '软银中国资本': '辉能科技',\n",
       " 'Yuan Capital': 'Proteus Digital Health',\n",
       " ' Harbin Gloria Pharmaceuticals': 'Proteus Digital Health',\n",
       " ' Lycos Ventures': 'Proteus Digital Health',\n",
       " 'Trifecta Capital Advisors': 'Quikr',\n",
       " ' InnoVen Capital': 'Quikr',\n",
       " ' NGP Capital': 'Quikr',\n",
       " ' Omidyar Network': 'Quikr',\n",
       " '滴滴': '人人车',\n",
       " ' Highland Capital Partners': 'Rent the Runway',\n",
       " ' American Express Ventures': 'Rent the Runway',\n",
       " ' Novel TMT Ventures': 'Rent the Runway',\n",
       " ' Blue Pool Capital': 'Rent the Runway',\n",
       " '500 Startups': 'Revolution Precrafted',\n",
       " ' K2 Global': 'Revolution Precrafted',\n",
       " 'SAIF Partners': 'Swiggy,Rivigo',\n",
       " ' Data Collective DCVC': 'Rocket Lab,Tradeshift',\n",
       " ' Future Fund': 'Rocket Lab',\n",
       " 'Drive Capital': 'Root Insurance',\n",
       " 'QuarterMoore': 'Rubicon Global',\n",
       " ' Rotunda Capital Partners': 'Rubicon Global',\n",
       " ' Fifth Third Bancorp': 'Rubicon Global',\n",
       " ' Nima Capital': 'Rubicon Global',\n",
       " ' SUEZ Environnement': 'Rubicon Global',\n",
       " ' Promecap': 'Rubicon Global',\n",
       " ' NZ Super Fund': 'Rubicon Global',\n",
       " 'Jackson Square Ventures': 'OfferUp,Seismic',\n",
       " ' JMI Equity': 'Seismic',\n",
       " ' Lightspeed Venture Partners\\xa0': 'Seismic',\n",
       " '蔚来资本': '首汽约车',\n",
       " '美团点评': '水滴,易久批',\n",
       " 'Tao Capital Partners': 'PAX,Sonder',\n",
       " 'Nvidia GPU Ventures': 'SoundHound',\n",
       " ' Walden Venture Capital': 'SoundHound',\n",
       " ' Battey Ventures': 'StockX',\n",
       " 'Mitsubishi UFJ Financial Group': 'Symphony Communication Services',\n",
       " ' Standard Chartered Bank': 'Symphony Communication Services',\n",
       " ' BNP Paribas Private Equity': 'Symphony Communication Services',\n",
       " 'Fidelity Management and Research Company': 'Deliveroo,10X Genomics,Rent the Runway,Taboola',\n",
       " ' Pitango Venture Capital': 'Taboola',\n",
       " ' Marker': 'Taboola',\n",
       " ' Evergreen Venture Partners': 'Taboola',\n",
       " ' Storm Ventures': 'Talkdesk',\n",
       " ' DFJ': 'Unity Technologies,Outreach,Sumo Logic,Talkdesk,Tango',\n",
       " ' Salesforce Ventures': 'Talkdesk',\n",
       " '麦顿投资': '腾云天下',\n",
       " 'Matrix Partners': 'Ola Electric,TechStyle Fashion Group',\n",
       " ' Rho Capital Partners': 'TechStyle Fashion Group',\n",
       " ' Shining Capital': 'TechStyle Fashion Group',\n",
       " '碧桂园创投': '企鹅杏仁',\n",
       " ' Institutional Venture Partners': 'The Honest Company',\n",
       " ' General Catalysts': 'ThoughtSpot',\n",
       " ' Javelin Venture Partners': 'Thumbtack',\n",
       " 'Simone Investment Managers': 'TMON',\n",
       " ' NHM Invesment Corp': 'TMON',\n",
       " ' Anchor Equity Partners': 'TMON',\n",
       " 'Altos Ventures': 'Coupang,Roblox,Woowa Brothers,Toss',\n",
       " ' Sequoia Capital China': 'Toss',\n",
       " 'PayPal': 'Tradeshift',\n",
       " ' Notion': 'Tradeshift',\n",
       " ' Kite Ventures': 'Tradeshift',\n",
       " ' Scentan Ventures': 'Tradeshift',\n",
       " ' Wipro Ventures': 'Tradeshift',\n",
       " ' Goldman Sachs Principal Strategic Investments\\xa0': 'Tradeshift',\n",
       " ' RTP Global': 'Tradeshift',\n",
       " ' PSP Investments': 'Tradeshift',\n",
       " 'GCP Capital Partners': 'Tresata',\n",
       " 'Kleiner Perkins': 'DoorDash,Instacart,Peloton,Brex,Plaid Technologies,Gusto,Nextdoor,Coursera,InMobi,Intercom,Omio,Rent the Runway,Toss,Turo',\n",
       " ' SK Holdings': 'Turo',\n",
       " ' IAC': 'Turo',\n",
       " 'Sina': '图森未来',\n",
       " ' Composite Capital Management': '图森未来',\n",
       " 'Bertelsmann': 'Udacity',\n",
       " ' CRV': 'Udacity',\n",
       " '高通': '云知声',\n",
       " ' Blackrock': 'View',\n",
       " ' TIAA': 'View',\n",
       " ' NanoDimension': 'View',\n",
       " 'Salesforce Ventures': 'Talkdesk,Vlocity',\n",
       " ' Sutter Hill Ventures': 'Vlocity',\n",
       " 'NBC Universal': 'Vox Media',\n",
       " ' OpenView Venture Partners': 'VTS',\n",
       " ' Brookfield Asset Management': 'VTS',\n",
       " '新天域资本': '挖财',\n",
       " 'Gemini Israel Ventures': 'WalkMe',\n",
       " ' Greenspring Associates': 'WalkMe',\n",
       " 'TOM集团': 'WeLab',\n",
       " 'Khazanah': 'WeLab',\n",
       " 'IFC': 'Loggi,WeLab',\n",
       " '赛富基金': '我买网,洋码头',\n",
       " '粤民投': '汇桔网',\n",
       " '胡润百富': '汇桔网',\n",
       " 'Partners Investment': 'Yanolja',\n",
       " ' Sky Lake Investment': 'Yanolja',\n",
       " ' Booking Holdings': 'Yanolja',\n",
       " '众信旅游': '要出发',\n",
       " '涌铧投资': '越海全球',\n",
       " '汇能金融': '越海全球',\n",
       " '磐石资本': '越海全球',\n",
       " '凤凰': '一点资讯',\n",
       " '博裕资本': '壹米滴答',\n",
       " '远镜创投': '洋码头',\n",
       " '慕华投资': '网易有道',\n",
       " 'GPI Capital': 'Zeta Global',\n",
       " ' GSO Capital Partners': 'Zeta Global',\n",
       " ' Visionnaire Ventures': 'Zipline International',\n",
       " ' Katalyst.Ventures': 'Zipline International'}"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 构建字典\n",
    "org_dict = {}\n",
    "for item in all_投资机构:\n",
    "    df_投资_item = df_投资方_企业[df_投资方_企业[\"部分投资机构\"].str.contains(item)]\n",
    "    org_dict[item] = \",\".join([i for i in df_投资_item[\"企业名称\"].values])\n",
    "org_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "春华资本                                                                    蚂蚁金服,菜鸟网络\n",
       "中投海外                                                                         蚂蚁金服\n",
       "红杉资本                            蚂蚁金服,字节跳动,滴滴出行,京东数科,快手,大疆,比特大陆,京东物流,车好多,满帮,微医,...\n",
       "海纳亚洲                               字节跳动,威马汽车,博纳影业,喜马拉雅,APUS,悦畅科技,返利网,华云数据,沪江,出门问问\n",
       "纪源资本                            字节跳动,滴滴出行,美菜网,满帮,旷视科技,小鹏汽车,哈啰出行,小红书,作业帮,同盾科技,途...\n",
       "启明创投                            字节跳动,微医,旷视科技,优必选,每日优鲜,APUS,马蜂窝,知乎,同盾科技,途虎养车,途家...\n",
       "腾讯                              滴滴出行,微众银行,快手,京东物流,贝壳找房,满帮,微医,优必选,自如,博纳影业,斗鱼,每日...\n",
       "阿里巴巴                            滴滴出行,小鹏汽车,博纳影业,大搜车,小红书,易果生鲜,寒武纪科技,灿星,日日顺,1919酒...\n",
       "经纬中国                            滴滴出行,车好多,小鹏汽车,博纳影业,VIPKID,猿辅导,悦畅科技,客路旅行,土巴兔,微店...\n",
       "Golden Gate Capital                                                         Infor\n",
       " Koch Equity Development                                                    Infor\n",
       "M13                                                                     JUUL Labs\n",
       " Timothy Davis                                                          JUUL Labs\n",
       " Evolution VC Partners                                                  JUUL Labs\n",
       " Tiger Global Management        JUUL Labs,Stripe,Grab,Coinbase,Instacart,Nuban...\n",
       " Altria                                                                 JUUL Labs\n",
       " Capital Re                                                             JUUL Labs\n",
       "Tiger Global Management         JUUL Labs,爱彼迎,Stripe,Grab,Coinbase,Instacart,O...\n",
       " Founders Fund                  爱彼迎,SpaceX,Stripe,Wish,Nubank,Oscar Health,ZocDoc\n",
       " Y Combinator                   爱彼迎,Stripe,Asana,Gusto,Quora,Segment,Convoy,Rappi\n",
       " Sequioa Capital                                                              爱彼迎\n",
       " Andreessen Horowitz            爱彼迎,Coinbase,Instacart,TransferWise,TripAction...\n",
       " Greylock Partners                                 爱彼迎,Nuro,Roblox,Rubrik,Discord\n",
       "                                蚂蚁金服,字节跳动,滴滴出行,Infor,JUUL Labs,爱彼迎,陆金所,SpaceX,...\n",
       "摩根士丹利                                                                     陆金所,天下秀\n",
       "中银集团                                                                          陆金所\n",
       "国泰君安（香港）                                                                      陆金所\n",
       "DFJ                             SpaceX,Coinbase,Unity Technologies,Zoox,Formla...\n",
       " Google                                                  SpaceX,GO-JEK,Magic Leap\n",
       " Bank of America                                                  SpaceX,Bill.com\n",
       "                                                      ...                        \n",
       " NanoDimension                                                               View\n",
       "Salesforce Ventures                                              Talkdesk,Vlocity\n",
       " Sutter Hill Ventures                                                     Vlocity\n",
       "NBC Universal                                                           Vox Media\n",
       " OpenView Venture Partners                                                    VTS\n",
       " Brookfield Asset Management                                                  VTS\n",
       "新天域资本                                                                          挖财\n",
       "Gemini Israel Ventures                                                     WalkMe\n",
       " Greenspring Associates                                                    WalkMe\n",
       "TOM集团                                                                       WeLab\n",
       "Khazanah                                                                    WeLab\n",
       "IFC                                                                   Loggi,WeLab\n",
       "赛富基金                                                                      我买网,洋码头\n",
       "粤民投                                                                           汇桔网\n",
       "胡润百富                                                                          汇桔网\n",
       "Partners Investment                                                       Yanolja\n",
       " Sky Lake Investment                                                      Yanolja\n",
       " Booking Holdings                                                         Yanolja\n",
       "众信旅游                                                                          要出发\n",
       "涌铧投资                                                                         越海全球\n",
       "汇能金融                                                                         越海全球\n",
       "磐石资本                                                                         越海全球\n",
       "凤凰                                                                           一点资讯\n",
       "博裕资本                                                                         壹米滴答\n",
       "远镜创投                                                                          洋码头\n",
       "慕华投资                                                                         网易有道\n",
       "GPI Capital                                                           Zeta Global\n",
       " GSO Capital Partners                                                 Zeta Global\n",
       " Visionnaire Ventures                                       Zipline International\n",
       " Katalyst.Ventures                                          Zipline International\n",
       "Length: 957, dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>投资方</th>\n",
       "      <th>独角兽企业</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>春华资本</td>\n",
       "      <td>蚂蚁金服,菜鸟网络</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>中投海外</td>\n",
       "      <td>蚂蚁金服</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>蚂蚁金服,字节跳动,滴滴出行,京东数科,快手,大疆,比特大陆,京东物流,车好多,满帮,微医,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>海纳亚洲</td>\n",
       "      <td>字节跳动,威马汽车,博纳影业,喜马拉雅,APUS,悦畅科技,返利网,华云数据,沪江,出门问问</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>纪源资本</td>\n",
       "      <td>字节跳动,滴滴出行,美菜网,满帮,旷视科技,小鹏汽车,哈啰出行,小红书,作业帮,同盾科技,途...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>启明创投</td>\n",
       "      <td>字节跳动,微医,旷视科技,优必选,每日优鲜,APUS,马蜂窝,知乎,同盾科技,途虎养车,途家...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>腾讯</td>\n",
       "      <td>滴滴出行,微众银行,快手,京东物流,贝壳找房,满帮,微医,优必选,自如,博纳影业,斗鱼,每日...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>阿里巴巴</td>\n",
       "      <td>滴滴出行,小鹏汽车,博纳影业,大搜车,小红书,易果生鲜,寒武纪科技,灿星,日日顺,1919酒...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>经纬中国</td>\n",
       "      <td>滴滴出行,车好多,小鹏汽车,博纳影业,VIPKID,猿辅导,悦畅科技,客路旅行,土巴兔,微店...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Golden Gate Capital</td>\n",
       "      <td>Infor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Koch Equity Development</td>\n",
       "      <td>Infor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M13</td>\n",
       "      <td>JUUL Labs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Timothy Davis</td>\n",
       "      <td>JUUL Labs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Evolution VC Partners</td>\n",
       "      <td>JUUL Labs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Tiger Global Management</td>\n",
       "      <td>JUUL Labs,Stripe,Grab,Coinbase,Instacart,Nuban...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Altria</td>\n",
       "      <td>JUUL Labs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Capital Re</td>\n",
       "      <td>JUUL Labs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Tiger Global Management</td>\n",
       "      <td>JUUL Labs,爱彼迎,Stripe,Grab,Coinbase,Instacart,O...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Founders Fund</td>\n",
       "      <td>爱彼迎,SpaceX,Stripe,Wish,Nubank,Oscar Health,ZocDoc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Y Combinator</td>\n",
       "      <td>爱彼迎,Stripe,Asana,Gusto,Quora,Segment,Convoy,Rappi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Sequioa Capital</td>\n",
       "      <td>爱彼迎</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Andreessen Horowitz</td>\n",
       "      <td>爱彼迎,Coinbase,Instacart,TransferWise,TripAction...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Greylock Partners</td>\n",
       "      <td>爱彼迎,Nuro,Roblox,Rubrik,Discord</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td></td>\n",
       "      <td>蚂蚁金服,字节跳动,滴滴出行,Infor,JUUL Labs,爱彼迎,陆金所,SpaceX,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>摩根士丹利</td>\n",
       "      <td>陆金所,天下秀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>中银集团</td>\n",
       "      <td>陆金所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>国泰君安（香港）</td>\n",
       "      <td>陆金所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>DFJ</td>\n",
       "      <td>SpaceX,Coinbase,Unity Technologies,Zoox,Formla...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Google</td>\n",
       "      <td>SpaceX,GO-JEK,Magic Leap</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Bank of America</td>\n",
       "      <td>SpaceX,Bill.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>927</th>\n",
       "      <td>NanoDimension</td>\n",
       "      <td>View</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>928</th>\n",
       "      <td>Salesforce Ventures</td>\n",
       "      <td>Talkdesk,Vlocity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>Sutter Hill Ventures</td>\n",
       "      <td>Vlocity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>NBC Universal</td>\n",
       "      <td>Vox Media</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931</th>\n",
       "      <td>OpenView Venture Partners</td>\n",
       "      <td>VTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932</th>\n",
       "      <td>Brookfield Asset Management</td>\n",
       "      <td>VTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>933</th>\n",
       "      <td>新天域资本</td>\n",
       "      <td>挖财</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>934</th>\n",
       "      <td>Gemini Israel Ventures</td>\n",
       "      <td>WalkMe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>935</th>\n",
       "      <td>Greenspring Associates</td>\n",
       "      <td>WalkMe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>936</th>\n",
       "      <td>TOM集团</td>\n",
       "      <td>WeLab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>Khazanah</td>\n",
       "      <td>WeLab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>IFC</td>\n",
       "      <td>Loggi,WeLab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>赛富基金</td>\n",
       "      <td>我买网,洋码头</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>粤民投</td>\n",
       "      <td>汇桔网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>胡润百富</td>\n",
       "      <td>汇桔网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>Partners Investment</td>\n",
       "      <td>Yanolja</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>Sky Lake Investment</td>\n",
       "      <td>Yanolja</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>Booking Holdings</td>\n",
       "      <td>Yanolja</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945</th>\n",
       "      <td>众信旅游</td>\n",
       "      <td>要出发</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946</th>\n",
       "      <td>涌铧投资</td>\n",
       "      <td>越海全球</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947</th>\n",
       "      <td>汇能金融</td>\n",
       "      <td>越海全球</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>948</th>\n",
       "      <td>磐石资本</td>\n",
       "      <td>越海全球</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>949</th>\n",
       "      <td>凤凰</td>\n",
       "      <td>一点资讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>950</th>\n",
       "      <td>博裕资本</td>\n",
       "      <td>壹米滴答</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951</th>\n",
       "      <td>远镜创投</td>\n",
       "      <td>洋码头</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>慕华投资</td>\n",
       "      <td>网易有道</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>GPI Capital</td>\n",
       "      <td>Zeta Global</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>GSO Capital Partners</td>\n",
       "      <td>Zeta Global</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>Visionnaire Ventures</td>\n",
       "      <td>Zipline International</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>Katalyst.Ventures</td>\n",
       "      <td>Zipline International</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>957 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              投资方  \\\n",
       "0                            春华资本   \n",
       "1                            中投海外   \n",
       "2                            红杉资本   \n",
       "3                            海纳亚洲   \n",
       "4                            纪源资本   \n",
       "5                            启明创投   \n",
       "6                              腾讯   \n",
       "7                            阿里巴巴   \n",
       "8                            经纬中国   \n",
       "9             Golden Gate Capital   \n",
       "10        Koch Equity Development   \n",
       "11                            M13   \n",
       "12                  Timothy Davis   \n",
       "13          Evolution VC Partners   \n",
       "14        Tiger Global Management   \n",
       "15                         Altria   \n",
       "16                     Capital Re   \n",
       "17        Tiger Global Management   \n",
       "18                  Founders Fund   \n",
       "19                   Y Combinator   \n",
       "20                Sequioa Capital   \n",
       "21            Andreessen Horowitz   \n",
       "22              Greylock Partners   \n",
       "23                                  \n",
       "24                          摩根士丹利   \n",
       "25                           中银集团   \n",
       "26                       国泰君安（香港）   \n",
       "27                            DFJ   \n",
       "28                         Google   \n",
       "29                Bank of America   \n",
       "..                            ...   \n",
       "927                 NanoDimension   \n",
       "928           Salesforce Ventures   \n",
       "929          Sutter Hill Ventures   \n",
       "930                 NBC Universal   \n",
       "931     OpenView Venture Partners   \n",
       "932   Brookfield Asset Management   \n",
       "933                         新天域资本   \n",
       "934        Gemini Israel Ventures   \n",
       "935        Greenspring Associates   \n",
       "936                         TOM集团   \n",
       "937                      Khazanah   \n",
       "938                           IFC   \n",
       "939                          赛富基金   \n",
       "940                           粤民投   \n",
       "941                          胡润百富   \n",
       "942           Partners Investment   \n",
       "943           Sky Lake Investment   \n",
       "944              Booking Holdings   \n",
       "945                          众信旅游   \n",
       "946                          涌铧投资   \n",
       "947                          汇能金融   \n",
       "948                          磐石资本   \n",
       "949                            凤凰   \n",
       "950                          博裕资本   \n",
       "951                          远镜创投   \n",
       "952                          慕华投资   \n",
       "953                   GPI Capital   \n",
       "954          GSO Capital Partners   \n",
       "955          Visionnaire Ventures   \n",
       "956             Katalyst.Ventures   \n",
       "\n",
       "                                                 独角兽企业  \n",
       "0                                            蚂蚁金服,菜鸟网络  \n",
       "1                                                 蚂蚁金服  \n",
       "2    蚂蚁金服,字节跳动,滴滴出行,京东数科,快手,大疆,比特大陆,京东物流,车好多,满帮,微医,...  \n",
       "3       字节跳动,威马汽车,博纳影业,喜马拉雅,APUS,悦畅科技,返利网,华云数据,沪江,出门问问  \n",
       "4    字节跳动,滴滴出行,美菜网,满帮,旷视科技,小鹏汽车,哈啰出行,小红书,作业帮,同盾科技,途...  \n",
       "5    字节跳动,微医,旷视科技,优必选,每日优鲜,APUS,马蜂窝,知乎,同盾科技,途虎养车,途家...  \n",
       "6    滴滴出行,微众银行,快手,京东物流,贝壳找房,满帮,微医,优必选,自如,博纳影业,斗鱼,每日...  \n",
       "7    滴滴出行,小鹏汽车,博纳影业,大搜车,小红书,易果生鲜,寒武纪科技,灿星,日日顺,1919酒...  \n",
       "8    滴滴出行,车好多,小鹏汽车,博纳影业,VIPKID,猿辅导,悦畅科技,客路旅行,土巴兔,微店...  \n",
       "9                                                Infor  \n",
       "10                                               Infor  \n",
       "11                                           JUUL Labs  \n",
       "12                                           JUUL Labs  \n",
       "13                                           JUUL Labs  \n",
       "14   JUUL Labs,Stripe,Grab,Coinbase,Instacart,Nuban...  \n",
       "15                                           JUUL Labs  \n",
       "16                                           JUUL Labs  \n",
       "17   JUUL Labs,爱彼迎,Stripe,Grab,Coinbase,Instacart,O...  \n",
       "18   爱彼迎,SpaceX,Stripe,Wish,Nubank,Oscar Health,ZocDoc  \n",
       "19   爱彼迎,Stripe,Asana,Gusto,Quora,Segment,Convoy,Rappi  \n",
       "20                                                 爱彼迎  \n",
       "21   爱彼迎,Coinbase,Instacart,TransferWise,TripAction...  \n",
       "22                      爱彼迎,Nuro,Roblox,Rubrik,Discord  \n",
       "23   蚂蚁金服,字节跳动,滴滴出行,Infor,JUUL Labs,爱彼迎,陆金所,SpaceX,...  \n",
       "24                                             陆金所,天下秀  \n",
       "25                                                 陆金所  \n",
       "26                                                 陆金所  \n",
       "27   SpaceX,Coinbase,Unity Technologies,Zoox,Formla...  \n",
       "28                            SpaceX,GO-JEK,Magic Leap  \n",
       "29                                     SpaceX,Bill.com  \n",
       "..                                                 ...  \n",
       "927                                               View  \n",
       "928                                   Talkdesk,Vlocity  \n",
       "929                                            Vlocity  \n",
       "930                                          Vox Media  \n",
       "931                                                VTS  \n",
       "932                                                VTS  \n",
       "933                                                 挖财  \n",
       "934                                             WalkMe  \n",
       "935                                             WalkMe  \n",
       "936                                              WeLab  \n",
       "937                                              WeLab  \n",
       "938                                        Loggi,WeLab  \n",
       "939                                            我买网,洋码头  \n",
       "940                                                汇桔网  \n",
       "941                                                汇桔网  \n",
       "942                                            Yanolja  \n",
       "943                                            Yanolja  \n",
       "944                                            Yanolja  \n",
       "945                                                要出发  \n",
       "946                                               越海全球  \n",
       "947                                               越海全球  \n",
       "948                                               越海全球  \n",
       "949                                               一点资讯  \n",
       "950                                               壹米滴答  \n",
       "951                                                洋码头  \n",
       "952                                               网易有道  \n",
       "953                                        Zeta Global  \n",
       "954                                        Zeta Global  \n",
       "955                              Zipline International  \n",
       "956                              Zipline International  \n",
       "\n",
       "[957 rows x 2 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 转化为dataframe\n",
    "投资方_独角兽企业_Series = pd.Series(org_dict)\n",
    "display(投资方_独角兽企业_Series)\n",
    "df_投资方_独角兽企业 = pd.DataFrame({\"投资方\":投资方_独角兽企业_Series.index,\"独角兽企业\":投资方_独角兽企业_Series.values})\n",
    "display(df_投资方_独角兽企业)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>投资方</th>\n",
       "      <th>独角兽企业</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>序号</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>春华资本</td>\n",
       "      <td>蚂蚁金服</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>春华资本</td>\n",
       "      <td>菜鸟网络</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>中投海外</td>\n",
       "      <td>蚂蚁金服</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>蚂蚁金服</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>字节跳动</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>滴滴出行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>京东数科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>快手</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>大疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>比特大陆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>京东物流</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>车好多</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>满帮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>微医</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>达达-京东到家</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>威马汽车</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>自如</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>博纳影业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>斗鱼</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>地平线机器人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>跨越速运</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>大搜车</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>优客工场</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>VIPKID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>小红书</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>一下科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>作业帮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>雾芯科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>依图科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>英雄互娱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>Sutter Hill Ventures</td>\n",
       "      <td>Vlocity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>NBC Universal</td>\n",
       "      <td>Vox Media</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931</th>\n",
       "      <td>OpenView Venture Partners</td>\n",
       "      <td>VTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932</th>\n",
       "      <td>Brookfield Asset Management</td>\n",
       "      <td>VTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>933</th>\n",
       "      <td>新天域资本</td>\n",
       "      <td>挖财</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>934</th>\n",
       "      <td>Gemini Israel Ventures</td>\n",
       "      <td>WalkMe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>935</th>\n",
       "      <td>Greenspring Associates</td>\n",
       "      <td>WalkMe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>936</th>\n",
       "      <td>TOM集团</td>\n",
       "      <td>WeLab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>Khazanah</td>\n",
       "      <td>WeLab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>IFC</td>\n",
       "      <td>Loggi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>IFC</td>\n",
       "      <td>WeLab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>赛富基金</td>\n",
       "      <td>我买网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>赛富基金</td>\n",
       "      <td>洋码头</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>粤民投</td>\n",
       "      <td>汇桔网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>胡润百富</td>\n",
       "      <td>汇桔网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>Partners Investment</td>\n",
       "      <td>Yanolja</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>Sky Lake Investment</td>\n",
       "      <td>Yanolja</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>Booking Holdings</td>\n",
       "      <td>Yanolja</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945</th>\n",
       "      <td>众信旅游</td>\n",
       "      <td>要出发</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946</th>\n",
       "      <td>涌铧投资</td>\n",
       "      <td>越海全球</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947</th>\n",
       "      <td>汇能金融</td>\n",
       "      <td>越海全球</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>948</th>\n",
       "      <td>磐石资本</td>\n",
       "      <td>越海全球</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>949</th>\n",
       "      <td>凤凰</td>\n",
       "      <td>一点资讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>950</th>\n",
       "      <td>博裕资本</td>\n",
       "      <td>壹米滴答</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951</th>\n",
       "      <td>远镜创投</td>\n",
       "      <td>洋码头</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>慕华投资</td>\n",
       "      <td>网易有道</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>GPI Capital</td>\n",
       "      <td>Zeta Global</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>GSO Capital Partners</td>\n",
       "      <td>Zeta Global</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>Visionnaire Ventures</td>\n",
       "      <td>Zipline International</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>Katalyst.Ventures</td>\n",
       "      <td>Zipline International</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2959 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              投资方                  独角兽企业\n",
       "序号                                                      \n",
       "0                            春华资本                   蚂蚁金服\n",
       "0                            春华资本                   菜鸟网络\n",
       "1                            中投海外                   蚂蚁金服\n",
       "2                            红杉资本                   蚂蚁金服\n",
       "2                            红杉资本                   字节跳动\n",
       "2                            红杉资本                   滴滴出行\n",
       "2                            红杉资本                   京东数科\n",
       "2                            红杉资本                     快手\n",
       "2                            红杉资本                     大疆\n",
       "2                            红杉资本                   比特大陆\n",
       "2                            红杉资本                   京东物流\n",
       "2                            红杉资本                    车好多\n",
       "2                            红杉资本                     满帮\n",
       "2                            红杉资本                     微医\n",
       "2                            红杉资本                达达-京东到家\n",
       "2                            红杉资本                   威马汽车\n",
       "2                            红杉资本                     自如\n",
       "2                            红杉资本                   博纳影业\n",
       "2                            红杉资本                     斗鱼\n",
       "2                            红杉资本                 地平线机器人\n",
       "2                            红杉资本                   跨越速运\n",
       "2                            红杉资本                    大搜车\n",
       "2                            红杉资本                   优客工场\n",
       "2                            红杉资本                 VIPKID\n",
       "2                            红杉资本                    小红书\n",
       "2                            红杉资本                   一下科技\n",
       "2                            红杉资本                    作业帮\n",
       "2                            红杉资本                   雾芯科技\n",
       "2                            红杉资本                   依图科技\n",
       "2                            红杉资本                   英雄互娱\n",
       "..                            ...                    ...\n",
       "929          Sutter Hill Ventures                Vlocity\n",
       "930                 NBC Universal              Vox Media\n",
       "931     OpenView Venture Partners                    VTS\n",
       "932   Brookfield Asset Management                    VTS\n",
       "933                         新天域资本                     挖财\n",
       "934        Gemini Israel Ventures                 WalkMe\n",
       "935        Greenspring Associates                 WalkMe\n",
       "936                         TOM集团                  WeLab\n",
       "937                      Khazanah                  WeLab\n",
       "938                           IFC                  Loggi\n",
       "938                           IFC                  WeLab\n",
       "939                          赛富基金                    我买网\n",
       "939                          赛富基金                    洋码头\n",
       "940                           粤民投                    汇桔网\n",
       "941                          胡润百富                    汇桔网\n",
       "942           Partners Investment                Yanolja\n",
       "943           Sky Lake Investment                Yanolja\n",
       "944              Booking Holdings                Yanolja\n",
       "945                          众信旅游                    要出发\n",
       "946                          涌铧投资                   越海全球\n",
       "947                          汇能金融                   越海全球\n",
       "948                          磐石资本                   越海全球\n",
       "949                            凤凰                   一点资讯\n",
       "950                          博裕资本                   壹米滴答\n",
       "951                          远镜创投                    洋码头\n",
       "952                          慕华投资                   网易有道\n",
       "953                   GPI Capital            Zeta Global\n",
       "954          GSO Capital Partners            Zeta Global\n",
       "955          Visionnaire Ventures  Zipline International\n",
       "956             Katalyst.Ventures  Zipline International\n",
       "\n",
       "[2959 rows x 2 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 进行数据透视\n",
    "df_投资方_独角兽企业.index.name = \"序号\"\n",
    "df_投资方_独角兽企业_最终 = pd.merge(df_投资方_独角兽企业.drop(\"独角兽企业\",axis=1),\\\n",
    "                            df_投资方_独角兽企业[\"独角兽企业\"].str.split(\",\",expand=True).stack().reset_index(level=1,drop=True).rename(\"独角兽企业\"),\\\n",
    "                            on=\"序号\")\n",
    "display(df_投资方_独角兽企业_最终)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\liwen\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  if sys.path[0] == '':\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>投资方</th>\n",
       "      <th>独角兽企业</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>序号</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>春华资本</td>\n",
       "      <td>蚂蚁金服</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>春华资本</td>\n",
       "      <td>菜鸟网络</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>中投海外</td>\n",
       "      <td>蚂蚁金服</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>蚂蚁金服</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>字节跳动</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>滴滴出行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>京东数科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>快手</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>大疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>比特大陆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>京东物流</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>车好多</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>满帮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>微医</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>达达-京东到家</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>威马汽车</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>自如</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>博纳影业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>斗鱼</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>地平线机器人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>跨越速运</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>大搜车</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>优客工场</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>VIPKID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>小红书</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>一下科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>作业帮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>雾芯科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>依图科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>红杉资本</td>\n",
       "      <td>英雄互娱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>Sutter Hill Ventures</td>\n",
       "      <td>Vlocity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>NBC Universal</td>\n",
       "      <td>Vox Media</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931</th>\n",
       "      <td>OpenView Venture Partners</td>\n",
       "      <td>VTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932</th>\n",
       "      <td>Brookfield Asset Management</td>\n",
       "      <td>VTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>933</th>\n",
       "      <td>新天域资本</td>\n",
       "      <td>挖财</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>934</th>\n",
       "      <td>Gemini Israel Ventures</td>\n",
       "      <td>WalkMe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>935</th>\n",
       "      <td>Greenspring Associates</td>\n",
       "      <td>WalkMe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>936</th>\n",
       "      <td>TOM集团</td>\n",
       "      <td>WeLab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>Khazanah</td>\n",
       "      <td>WeLab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>IFC</td>\n",
       "      <td>Loggi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>IFC</td>\n",
       "      <td>WeLab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>赛富基金</td>\n",
       "      <td>我买网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>赛富基金</td>\n",
       "      <td>洋码头</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>粤民投</td>\n",
       "      <td>汇桔网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>胡润百富</td>\n",
       "      <td>汇桔网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>Partners Investment</td>\n",
       "      <td>Yanolja</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>Sky Lake Investment</td>\n",
       "      <td>Yanolja</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>Booking Holdings</td>\n",
       "      <td>Yanolja</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945</th>\n",
       "      <td>众信旅游</td>\n",
       "      <td>要出发</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946</th>\n",
       "      <td>涌铧投资</td>\n",
       "      <td>越海全球</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947</th>\n",
       "      <td>汇能金融</td>\n",
       "      <td>越海全球</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>948</th>\n",
       "      <td>磐石资本</td>\n",
       "      <td>越海全球</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>949</th>\n",
       "      <td>凤凰</td>\n",
       "      <td>一点资讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>950</th>\n",
       "      <td>博裕资本</td>\n",
       "      <td>壹米滴答</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951</th>\n",
       "      <td>远镜创投</td>\n",
       "      <td>洋码头</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>慕华投资</td>\n",
       "      <td>网易有道</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>GPI Capital</td>\n",
       "      <td>Zeta Global</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>GSO Capital Partners</td>\n",
       "      <td>Zeta Global</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>Visionnaire Ventures</td>\n",
       "      <td>Zipline International</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>Katalyst.Ventures</td>\n",
       "      <td>Zipline International</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2959 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              投资方                  独角兽企业\n",
       "序号                                                      \n",
       "0                            春华资本                   蚂蚁金服\n",
       "0                            春华资本                   菜鸟网络\n",
       "1                            中投海外                   蚂蚁金服\n",
       "2                            红杉资本                   蚂蚁金服\n",
       "2                            红杉资本                   字节跳动\n",
       "2                            红杉资本                   滴滴出行\n",
       "2                            红杉资本                   京东数科\n",
       "2                            红杉资本                     快手\n",
       "2                            红杉资本                     大疆\n",
       "2                            红杉资本                   比特大陆\n",
       "2                            红杉资本                   京东物流\n",
       "2                            红杉资本                    车好多\n",
       "2                            红杉资本                     满帮\n",
       "2                            红杉资本                     微医\n",
       "2                            红杉资本                达达-京东到家\n",
       "2                            红杉资本                   威马汽车\n",
       "2                            红杉资本                     自如\n",
       "2                            红杉资本                   博纳影业\n",
       "2                            红杉资本                     斗鱼\n",
       "2                            红杉资本                 地平线机器人\n",
       "2                            红杉资本                   跨越速运\n",
       "2                            红杉资本                    大搜车\n",
       "2                            红杉资本                   优客工场\n",
       "2                            红杉资本                 VIPKID\n",
       "2                            红杉资本                    小红书\n",
       "2                            红杉资本                   一下科技\n",
       "2                            红杉资本                    作业帮\n",
       "2                            红杉资本                   雾芯科技\n",
       "2                            红杉资本                   依图科技\n",
       "2                            红杉资本                   英雄互娱\n",
       "..                            ...                    ...\n",
       "929          Sutter Hill Ventures                Vlocity\n",
       "930                 NBC Universal              Vox Media\n",
       "931     OpenView Venture Partners                    VTS\n",
       "932   Brookfield Asset Management                    VTS\n",
       "933                         新天域资本                     挖财\n",
       "934        Gemini Israel Ventures                 WalkMe\n",
       "935        Greenspring Associates                 WalkMe\n",
       "936                         TOM集团                  WeLab\n",
       "937                      Khazanah                  WeLab\n",
       "938                           IFC                  Loggi\n",
       "938                           IFC                  WeLab\n",
       "939                          赛富基金                    我买网\n",
       "939                          赛富基金                    洋码头\n",
       "940                           粤民投                    汇桔网\n",
       "941                          胡润百富                    汇桔网\n",
       "942           Partners Investment                Yanolja\n",
       "943           Sky Lake Investment                Yanolja\n",
       "944              Booking Holdings                Yanolja\n",
       "945                          众信旅游                    要出发\n",
       "946                          涌铧投资                   越海全球\n",
       "947                          汇能金融                   越海全球\n",
       "948                          磐石资本                   越海全球\n",
       "949                            凤凰                   一点资讯\n",
       "950                          博裕资本                   壹米滴答\n",
       "951                          远镜创投                    洋码头\n",
       "952                          慕华投资                   网易有道\n",
       "953                   GPI Capital            Zeta Global\n",
       "954          GSO Capital Partners            Zeta Global\n",
       "955          Visionnaire Ventures  Zipline International\n",
       "956             Katalyst.Ventures  Zipline International\n",
       "\n",
       "[2959 rows x 2 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 整合代码\n",
    "df_投资方_企业 = df[[\"部分投资机构\",\"企业名称\"]]\n",
    "# df_投资方_企业\n",
    "\n",
    "# 遍历所有部分投资机构，为构建字典做准备\n",
    "所有投资机构 = [item for sublist in df[\"部分投资机构\"].str.split(\"[、,,]\") for item in sublist]\n",
    "# 所有投资机构\n",
    "\n",
    "# 构建字典:所有投资方对应企业\n",
    "org_dict = {}\n",
    "for item in 所有投资机构:\n",
    "    df_投资方_item = df_投资方_企业[df_投资方_企业[\"部分投资机构\"].str.contains(item)]\n",
    "    org_dict[item] = \",\".join([i for i in df_投资方_item[\"企业名称\"].values])\n",
    "# org_dict\n",
    "\n",
    "# 转化为dataframe\n",
    "投资方_unicorn = pd.Series(org_dict)\n",
    "df_投资方_unicorn = pd.DataFrame({\"投资方\":投资方_unicorn.index,\"独角兽企业\":投资方_unicorn.values})\n",
    "# df_投资方_unicorn\n",
    "\n",
    "# 最后一步：进行数据透视\n",
    "df_投资方_unicorn.index.name = \"序号\"\n",
    "df_投资方_unicorn_final = pd.merge(df_投资方_unicorn.drop(\"独角兽企业\",axis=1),\\\n",
    "                               df_投资方_unicorn[\"独角兽企业\"].str.split(\",\",expand=True).stack().reset_index(level=1,drop=True).rename(\"独角兽企业\"),\\\n",
    "                               on=\"序号\")\n",
    "df_投资方_unicorn_final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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